Course_Learning_Material,Source,Course_Level,Type,Module,Difficulty_Level,Keywords_Tags_Skills_Interests_Categories,Links,Duration_in_minutes
Introduction to Machine Learning,Google Developers,Beginner,Free,Introduction to Machine Learning,Easy,machine learning,https://developers.google.com/machine-learning/intro-to-ml,20
Introduction to Machine Learning,Google Developers,Beginner,Free,What is Machine Learning,Easy,machine learning,https://developers.google.com/machine-learning/intro-to-ml/what-is-ml,20
Introduction to Machine Learning,Google Developers,Beginner,Free,Supervised Learning,Medium,supervised learning,https://developers.google.com/machine-learning/intro-to-ml/supervised,20
Introduction to Machine Learning,Google Developers,Beginner,Free,Test your understanding,Easy,machine learning test,https://developers.google.com/machine-learning/intro-to-ml/understanding,10
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Introduction to ML,Easy,machine learning,https://developers.google.com/machine-learning/crash-course/ml-intro,3
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Framing - Video Lecture,Medium,problem statement,https://developers.google.com/machine-learning/crash-course/descending-into-ml/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Framing - Key ML Terminology,Easy,ml terminologies,https://developers.google.com/machine-learning/crash-course/framing/ml-terminology,15
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Descending into ML - Video Lecture,Medium,machine learning,https://developers.google.com/machine-learning/crash-course/descending-into-ml/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Descending into ML - Linear Regression,Medium,"machine learning, linear regrression",https://developers.google.com/machine-learning/crash-course/descending-into-ml/linear-regression,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Descending into ML - Training and Loss,Medium,"machine learning, training, loss",https://developers.google.com/machine-learning/crash-course/descending-into-ml/training-and-loss,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Video Lecture,Medium,reducing loss,https://developers.google.com/machine-learning/crash-course/reducing-loss/video-lecture,20
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - An Iterative Approach,Medium,"iterative approach, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/an-iterative-approach,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Gradient Descent,Medium,"gradient descent, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/gradient-descent,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Learning Rate,Medium,"learning rate, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/learning-rate,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Optimizing Learning Rate,Medium,"optimising, learning rate, reducing loss",https://developers.google.com/machine-learning/crash-course/fitter/graph,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Stochastic Gradient Descent,Medium,"stochastic, gradient descent, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/stochastic-gradient-descent,60
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Reducing Loss - Playground Exercise,Medium,"reducing loss, practical",https://developers.google.com/machine-learning/crash-course/reducing-loss/playground-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,First Steps with TensorFlow - Toolkit,Easy,"tensorflow, toolkit",https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/toolkit,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,First Steps with TensorFlow - Toolkit,Easy,"tensorflow, toolkit",https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/programming-exercises,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Generalisation - Video Lecture,Easy,generalisation,https://developers.google.com/machine-learning/crash-course/generalization/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Generalisation - Peril of Overfitting,Easy,"generalisation, overfitting",https://developers.google.com/machine-learning/crash-course/generalization/peril-of-overfitting,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Training and Test Sets - Video Lecture,Easy,"training, test, datasets",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Training and Test Sets - Splitting Data,Easy,"training, test, datasets, splitting, data",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/splitting-data,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Training and Test Sets - Playground Exercise,Easy,"training, test, datasets",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/playground-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Validation Set - Video lecture,Easy,validation set,https://developers.google.com/machine-learning/crash-course/validation/video-lecture,65
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Validation Set - Another Partition,Easy,"validation set, partition",https://developers.google.com/machine-learning/crash-course/validation/another-partition,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Validation Set - Playground Exercise,Easy,validation set,https://developers.google.com/machine-learning/crash-course/validation/programming-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Representation - Video lecture,Medium,representation,https://developers.google.com/machine-learning/crash-course/representation/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Representation - Feature Engineering,Medium,"representation, feature engineering",https://developers.google.com/machine-learning/crash-course/representation/feature-engineering,15
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Representation - Qualities of Good Features,Medium,"representation, qualities, good features",https://developers.google.com/machine-learning/crash-course/representation/qualities-of-good-features,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Representation - Cleaning Data,Medium,"representation, cleaning, data",https://developers.google.com/machine-learning/crash-course/representation/cleaning-data,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Feature Crosses - Video lecture,Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Feature Crosses - Encoding Nonlinearity,Medium,"feature, crosses, encoding, nonlinearity",https://developers.google.com/machine-learning/crash-course/feature-crosses/encoding-nonlinearity,25
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Feature Crosses - Crossing One-Hot Vectors,Medium,"feature, crosses, one-hot vectors",https://developers.google.com/machine-learning/crash-course/feature-crosses/crossing-one-hot-vectors,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Feature Crosses - Playground Exercises,Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/playground-exercises,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Feature Crosses - Programming Exercise,Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/programming-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Simplicity - Playground Exercise: Overcrossing?,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/playground-exercise-overcrossing,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Simplicity - Video Lecture,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/video-lecture,35
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Simplicity - L2 Regularization,Medium,"regularisation, simplicity, l2, regularisation",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/l2-regularization,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Simplicity - Lambda,Medium,"regularisation, simplicity, lambda",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/lambda,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Simplicity - Playground Exercise: L2 Regularization,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/playground-exercise-examining-l2-regularization,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Logistic Regression - Video Lecture,Medium,logistic regression,https://developers.google.com/machine-learning/crash-course/logistic-regression/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Logistic Regression - Calculating a Probability,Medium,"logistic regression, probability",https://developers.google.com/machine-learning/crash-course/logistic-regression/calculating-a-probability,35
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Logistic Regression - Loss and Regularization,Medium,"logistic regression, loss, regularisation",https://developers.google.com/machine-learning/crash-course/logistic-regression/model-training,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Video Lecture,Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Thresholding,Medium,"classification, threshold",https://developers.google.com/machine-learning/crash-course/classification/thresholding,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - True vs. False; Positive vs. Negative,Medium,"classification, confusion matrix",https://developers.google.com/machine-learning/crash-course/classification/true-false-positive-negative,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Accuracy,Medium,"classification, accuracy",https://developers.google.com/machine-learning/crash-course/classification/accuracy,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Precision and Recall,Medium,"classification, precision, recall",https://developers.google.com/machine-learning/crash-course/classification/precision-and-recall,70
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,"Classification - Check Your Understanding: Accuracy, Precision, Recall",Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/check-your-understanding-accuracy-precision-recall ,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - ROC Curve and AUC,Medium,"classification, roc, roc curve, auc",https://developers.google.com/machine-learning/crash-course/classification/roc-and-auc,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Check Your Understanding: ROC and AUC,Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/check-your-understanding-roc-and-auc,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Prediction Bias,Medium,"classification, prediction, bias",https://developers.google.com/machine-learning/crash-course/classification/prediction-bias,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Classification - Programming Exercise,Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/programming-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Sparcity - Video Lecture,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Sparcity - L1 Regularization,Medium,"regulisation, sparcity, l1, regularisation",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/l1-regularization,40
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Sparcity - Playground Exercise,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/playground-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Regularization: Sparcity - Check Your Understanding,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/check-your-understanding,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Neural Networks - Video Lecture,Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Neural Networks - Structure,Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/anatomy,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Neural Networks - Playground Exercises,Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/playground-exercises,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Neural Networks - Programming Exercise,Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/programming-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Training Neural Networks - Video Lecture,Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/training-neural-networks/video-lecture,20
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Training Neural Networks - Best Practices,Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/training-neural-networks/best-practices,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Multi-class Neural Networks - Video Lecture,Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Multi-class Neural Networks - One vs. All,Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/one-vs-all,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Multi-class Neural Networks - Softmax,Medium,"training, neural networks, softmax",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/softmax,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Multi-class Neural Networks - Programming Exercise,Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/programming-exercise,90
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Embeddings - Video Lecture,Medium,embeddings,https://developers.google.com/machine-learning/crash-course/embeddings/video-lecture,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Embeddings - Motivation from Collaborative Filtering,Medium,"embeddings, collaborative filtering",https://developers.google.com/machine-learning/crash-course/embeddings/motivation-from-collaborative-filtering,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Embeddings - Categorical Input Data,Medium,"embeddings, categorical data",https://developers.google.com/machine-learning/crash-course/embeddings/categorical-input-data,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Embeddings - Translating to a Lower-Dimensional Space,Medium,"embeddings, low dimensional space",https://developers.google.com/machine-learning/crash-course/embeddings/translating-to-a-lower-dimensional-space,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Embeddings - Obtaining Embeddings,Medium,"embeddings, embeddings",https://developers.google.com/machine-learning/crash-course/embeddings/obtaining-embeddings,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Production ML Systems,Medium,"production, ml systems",https://developers.google.com/machine-learning/crash-course/production-ml-systems,3
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Static versus Dynamic training,Medium,"statis, dynamic, training",https://developers.google.com/machine-learning/crash-course/static-vs-dynamic-training/video-lecture,7
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Static versus Dynamic inferencing,Medium,"statis, dynamic, inferencing",https://developers.google.com/machine-learning/crash-course/static-vs-dynamic-inference/video-lecture,7
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Data Dependencies,Medium,"data, dependencies",https://developers.google.com/machine-learning/crash-course/data-dependencies/video-lecture,14
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Fairness,Medium,fairness,https://developers.google.com/machine-learning/crash-course/fairness/video-lecture,70
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Fairness - Types of Bias,Medium,"fairness, bias, types",https://developers.google.com/machine-learning/crash-course/fairness/types-of-bias,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Fairness - Identifying Bias,Medium,"fairness, identifying, bias",https://developers.google.com/machine-learning/crash-course/fairness/identifying-bias,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Fairness - Evaluating for Bias,Medium,"fairness, evualting, bias",https://developers.google.com/machine-learning/crash-course/fairness/evaluating-for-bias,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Fairness - Programming Exercise,Medium,fairness,https://developers.google.com/machine-learning/crash-course/fairness/programming-exercise,
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Cancer Prediction - ML Systems in the Real World,Medium,"real world, cancer, prediction, ml systems",https://developers.google.com/machine-learning/crash-course/cancer-prediction,5
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Literature - ML Systems in the Real World,Medium,"real world, literature, ml systems",https://developers.google.com/machine-learning/crash-course/18th-century-literature,5
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Guidelines - ML Systems in the Real World,Medium,"real world, guidelines, ml systems",https://developers.google.com/machine-learning/crash-course/real-world-guidelines,2
Machine Learning Crash Course (Foundation),Google Developers,Intermediate,Free,Glossary - Machine Learning Crash Course (Foundation),Medium,"glossary, machine learning",https://developers.google.com/machine-learning/glossary,
Problem Framing (ML related),Google Developers,Intermediate,Free,Overview - Introduction to Machine Learning Problem Framing,Easy,"ML Problems, samples,solution, machine, label",https://developers.google.com/machine-learning/problem-framing,5
Problem Framing (ML related),Google Developers,Intermediate,Free,Overview - Problem Framing,Medium,"problems, framing, data, samples, approach, steps, solution",https://developers.google.com/machine-learning/problem-framing/problem-framing,5
Problem Framing (ML related),Google Developers,Intermediate,Free,ML Problem Framing - Understanding the Problem,Medium,"data, ml, solution, dataset, user, prediction, predictions",https://developers.google.com/machine-learning/problem-framing/problem,25
Problem Framing (ML related),Google Developers,Intermediate,Free,ML Problem Framing - Framing an ML problem,Medium,"model, prediction, regression, metrics, proxy, users, outcome ",https://developers.google.com/machine-learning/problem-framing/ml-framing,15
Problem Framing (ML related),Google Developers,Intermediate,Free,Conclusion - Implementing a model,Medium,"model, models, data, prediction, outcome, inference, ml, alert, server ",https://developers.google.com/machine-learning/problem-framing/implement-model,10
Problem Framing (ML related),Google Developers,Intermediate,Free,Conclusion - Summary and next steps,Medium,"licence, content, code, preference, oracle, developers, label",https://developers.google.com/machine-learning/problem-framing/summary,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Decision Forests,Hard,"Machine Learning, Advance Machine Learning, Decision Trees, Neural Network, Decision Forests,Hyperparamters",https://developers.google.com/machine-learning/decision-forests,120
Machine Learning Advance Courses,Google Developers,Advanced,Free,What's in this Course ?,Easy,"Decision Trees, Decision Forests, classification, regression, uplift modeling",https://developers.google.com/machine-learning/decision-forests,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,What's in this Course: Course Introduction,Easy,"Decision Trees, Decision Forests, classification, regression, uplift modeling",https://developers.google.com/machine-learning/decision-forests,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What's in this Course: Appropriate Data,Easy,"Decision Trees, Decision Forests, preprocessing, imputation",https://developers.google.com/machine-learning/decision-forests/appropriate-data,3
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Trees ?,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node",https://developers.google.com/machine-learning/decision-forests/decision-trees,16
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Trees: Overview,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node",https://developers.google.com/machine-learning/decision-forests/decision-trees,4
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Trees: Conditions,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Binary, Non-Binary, Axis Aligned, Oblique Condition",https://developers.google.com/machine-learning/decision-forests/conditions,7
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Trees: Check Your Understanding,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Binary, Non-Binary, Axis Aligned, Oblique Condition",https://developers.google.com/machine-learning/decision-forests/decision-trees-mce,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees ?,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy",https://developers.google.com/machine-learning/decision-forests/growing,47
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Growing Decision Trees,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy",https://developers.google.com/machine-learning/decision-forests/growing,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Binary Classification,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/binary-classification,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Check Your Understanding,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/training-mce,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Overfitting and Pruning,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Overfitting, Pruning",https://developers.google.com/machine-learning/decision-forests/overfitting-and-pruning,7
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Check Your Understanding,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Overfitting, Pruning",https://developers.google.com/machine-learning/decision-forests/overfitting-mce,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Variable Importances,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, variiable importance, feature importance",https://developers.google.com/machine-learning/decision-forests/variable-importances,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,How do you train Decision Trees : Check Your Understanding,Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, variable importance, feature importance",https://developers.google.com/machine-learning/decision-forests/variable-importances-mce,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,A Decision Tree Example,Hard,"Decision Trees, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/practice,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,A Decision Tree Example: A full example,Hard,"Decision Trees, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/practice,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Forests ?,Hard,"Decision Forests, Random Forest",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests-real,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Decision Forests : Introduction,Hard,"Decision Forests, Random Forest",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests-real,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests ?,Hard,"Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests,22
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests : Introduction,Hard,"Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests : Random Forests,Hard,"Random Forest, Ensemble, Bagging, Bootstrap, Attribute Sampling, regularization, pruning",https://developers.google.com/machine-learning/decision-forests/random-forests,8
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests : Check Your Understanding,Hard,"Random Forest, Ensemble, Bagging, Bootstrap, Attribute Sampling, regularization, pruning",https://developers.google.com/machine-learning/decision-forests/random-forests-mce,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests : Out-of-bag Evaluation,Hard,"Random Forest, Ensemble, Out-of-bag Evaluation, obb evaluation, TF-DF",https://developers.google.com/machine-learning/decision-forests/out-of-bag,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Random Forests : Other topics,Hard,"Random Forest, Ensemble, Out-of-bag Evaluation, obb evaluation, TF-DF, Intrepretation, SHAP, SHapley Additive Explainations",https://developers.google.com/machine-learning/decision-forests/other-topics,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Gradient Boosted Decision Trees ?,Hard,"Decision Trees, Decision Forests, Random Forest, Gradient Boosting, shrinkage",https://developers.google.com/machine-learning/decision-forests/intro-to-gbdt,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Gradient Boosted Decision Trees : Introduction,Hard,"Decision Trees, Decision Forests, Random Forest, Gradient Boosting, shrinkage",https://developers.google.com/machine-learning/decision-forests/intro-to-gbdt,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Gradient Boosted Decision Trees : The gradient boosting algorithm (optional),Hard,"Gradient Boosting, Newton's Method",https://developers.google.com/machine-learning/decision-forests/gradient-boosting,3
Machine Learning Advance Courses,Google Developers,Advanced,Free,What are Gradient Boosted Decision Trees : Overfitting and Regularization,Hard,"Overfitting, Regularization, Early Stopping, Random Forest, Gradient Boosting, Decision Trees",https://developers.google.com/machine-learning/decision-forests/overfitting-gbdt,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,What did you learn ? : Course Summary,Hard,"Decision Trees, Decision Forests, Random Forest, Overfitting, Pruning, Regularization, Information Gain, Gini, Bagging, Gradient Boosting",https://developers.google.com/machine-learning/decision-forests/summary,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,Recommendation Systems,Hard,"Machine Learning, Advance Machine Learning, Decision Trees, Neural Network, Recommendation System, Deep Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation,240
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction,Easy,"Machine Learning, Advance Machine Learning, Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Background,Hard,"Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation/overview,60
Machine Learning Advance Courses,Google Developers,Advanced,Free,Background : Large Scale Recommendation Systems,Easy,"Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation/overview,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Background : Terminolgy,Easy,"Recommendation System, Neural Network, Deep Learning, Embedding, Query, Item",https://developers.google.com/machine-learning/recommendation/overview/terminology,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Background : Recommendation Systems Overview,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Scoring, Re-ranking",https://developers.google.com/machine-learning/recommendation/overview/types,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Background : Check Your Understanding,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Scoring, Re-ranking, Matrix Factorization, softmax",https://developers.google.com/machine-learning/recommendation/overview/check-your-understanding,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Candidate Generation,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering, collaborative-filtering, Embedding, Euclidean distance",https://developers.google.com/machine-learning/recommendation/overview/candidate-generation,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Content Based Filtering,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/basics,25
Machine Learning Advance Courses,Google Developers,Advanced,Free,Content Based Filtering : Basics,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/basics,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Content Based Filtering : Advantages & Disadvantages,Easy,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/summary,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Collaborative Filtering and Matrix Factorization,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding",https://developers.google.com/machine-learning/recommendation/collaborative/basics,135
Machine Learning Advance Courses,Google Developers,Advanced,Free,Collaborative Filtering and Matrix Factorization : Basics,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding",https://developers.google.com/machine-learning/recommendation/collaborative/basics,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Collaborative Filtering and Matrix Factorization : Matrix Factorization,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Embedding, Matrix Factorization, SVD, Single Value Decomposition,Stochastic gradient Descent, SGD, Weighted Alternating Least Sqaures, WALS",https://developers.google.com/machine-learning/recommendation/collaborative/matrix,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Collaborative Filtering and Matrix Factorization : Advantages & Disadvantages,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding, Matrix Factorization",https://developers.google.com/machine-learning/recommendation/collaborative/summary,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Collaborative Filtering and Matrix Factorization : Movie Recommendation System Exercise,Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding, Matrix Factorization",https://developers.google.com/machine-learning/recommendation/labs/movie-rec-programming-exercise,90
Machine Learning Advance Courses,Google Developers,Advanced,Free,Recommendation using Deep Neural Network,Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/softmax,40
Machine Learning Advance Courses,Google Developers,Advanced,Free,Recommendation using Deep Neural Network : Softmax Model,Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/softmax,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Recommendation using Deep Neural Network : Softmax Training,Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/training,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,"Retrieval, Scoring & Re-ranking",Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval",https://developers.google.com/machine-learning/recommendation/dnn/retrieval,90
Machine Learning Advance Courses,Google Developers,Advanced,Free,"Retrieval, Scoring & Re-ranking : Retrieval",Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval",https://developers.google.com/machine-learning/recommendation/dnn/retrieval,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,"Retrieval, Scoring & Re-ranking : Scoring",Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias",https://developers.google.com/machine-learning/recommendation/dnn/scoring,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,"Retrieval, Scoring & Re-ranking : Re-ranking",Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/dnn/re-ranking,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,"Retrieval, Scoring & Re-ranking : Softmax Exercise",Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/labs/movie-rec-softmax-programming-exercise,30
Machine Learning Advance Courses,Google Developers,Advanced,Free,Conclusion : Summary,Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/summary,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Clustering,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering,240
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview,Hard,"Machine Learning, Advance Machine Learning,Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering,40
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : Clustering in Machine Learning,Easy,"Machine Learning, Advance Machine Learning,Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : What is Clustering ?,Easy,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/overview,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : Clustering Algorithms,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means,  centroid based, density based, distribution based, hierarchichal clustering, gaussian distribution ",https://developers.google.com/machine-learning/clustering/clustering-algorithms,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Clustering Workflow,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/workflow,30
Machine Learning Advance Courses,Google Developers,Advanced,Free,Clustering Workflow : Overview,Easy,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/workflow,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Clustering Workflow : Prepare Data,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution",https://developers.google.com/machine-learning/clustering/prepare-data,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Create a Similarity Measure,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid",https://developers.google.com/machine-learning/clustering/algorithm/run-algorithm,35
Machine Learning Advance Courses,Google Developers,Advanced,Free,Create a Similarity Measure : Run the algorithm,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid",https://developers.google.com/machine-learning/clustering/algorithm/run-algorithm,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Create a Similarity Measure : Interpret Results,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality",https://developers.google.com/machine-learning/clustering/interpret,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Summary,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/algorithm/advantages-disadvantages,90
Machine Learning Advance Courses,Google Developers,Advanced,Free,Summary : k-Means Advantages & Disadvantages,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/algorithm/advantages-disadvantages,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Summary : Implement k-Means,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/implementation,30
Machine Learning Advance Courses,Google Developers,Advanced,Free,Summary : Clustering Programming Exercise,Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/programming-exercise,60
Machine Learning Advance Courses,Google Developers,Advanced,Free,Next Steps : Course Summary,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/summary,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Generative Adversarial Networks,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/gan,120
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : Introduction,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/practica/image-classification,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : Welcome to Introduction to GANs,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/gan,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,Overview : Generative Models,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/generative,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/gan_structure,70
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : Overview of GAN structure,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/gan_structure,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : Discriminator,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/discriminator,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : Generator,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/generator,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : GAN Training,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence",https://developers.google.com/machine-learning/gan/training,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : Loss Functions,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss",https://developers.google.com/machine-learning/gan/loss,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,GAN Anatomy : Check Your Understanding,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss",https://developers.google.com/machine-learning/gan/check,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Real World GANs,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss, vanishing gradients, mode collapse",https://developers.google.com/machine-learning/gan/problems,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Real World GANs : Common Problems,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss, vanishing gradients, mode collapse",https://developers.google.com/machine-learning/gan/problems,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Real World GANs : GAN Variations,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, Progressive GAN, Conditional GAN, Image to Image Translation, CycleGAN, Text to Image Synthesis, Super Resolution, Face Inpainting, Text to Speech",https://developers.google.com/machine-learning/gan/applications,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Using TF-GAN : TF-GAN Collab Tutorials,Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/programming-exercise,30
Machine Learning Advance Courses,Google Developers,Advanced,Free,Conclusion : Summary,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/summary,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Image Classification,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN",https://developers.google.com/machine-learning/practica/image-classification,90
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction : Image Classification,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering",https://developers.google.com/machine-learning/practica/image-classification,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction - Machine Learning Practicum: Image Classification,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering",https://developers.google.com/machine-learning/practica/image-classification,4
Machine Learning Advance Courses,Google Developers,Advanced,Free,Convulutional Neural Networks,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Convulutional Neural Networks : Check Your Understanding,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/check-your-understanding,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Convulutional Neural Networks - Exercise-1: Cat Vs Dog Classification,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/exercise-1,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Preventing Overfitting,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting",https://developers.google.com/machine-learning/practica/image-classification/preventing-overfitting,10
Machine Learning Advance Courses,Google Developers,Advanced,Free,Preventing Overfitting - Exercise-2: Preventing Overfitting,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting",https://developers.google.com/machine-learning/practica/image-classification/exercise-2,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Leveraging Pre-trained Models,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting, Feature Extraction, Fine Tuning",https://developers.google.com/machine-learning/practica/image-classification/leveraging-pretrained-models,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Leveraging Pre-trained Models - Exercise-3: Feature Extraction & Fine Tuning,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting, Feature Extraction, Fine Tuning",https://developers.google.com/machine-learning/practica/image-classification/exercise-3,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Next Steps : Summary,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN",https://developers.google.com/machine-learning/practica/image-classification/next-steps,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Fairness in Perspective API,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators,90
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction : Fairness in Perspective API,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators,3
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction : ML Practicum: Fairness in Perspective API Part I,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators,4
Machine Learning Advance Courses,Google Developers,Advanced,Free,Introduction - Exercise-1: Explore the Model,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/exercise-1,20
Machine Learning Advance Courses,Google Developers,Advanced,Free,Pipointing the Bias,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/pinpointing-bias,15
Machine Learning Advance Courses,Google Developers,Advanced,Free,Pipointing the Bias - ML Practicum: Fairness in Perspective API Part II,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/pinpointing-bias,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,Pipointing the Bias - Exercise-2: Remediate Bias,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/exercise-2,30
Machine Learning Advance Courses,Google Developers,Advanced,Free,Pipointing the Bias : Check Your Understanding,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/check-your-understanding,5
Machine Learning Advance Courses,Google Developers,Advanced,Free,Next Steps,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/next-steps,2
Machine Learning Advance Courses,Google Developers,Advanced,Free,Next Steps : ML Practicum: Fairness in Perspective API Part III,Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/next-steps,2
AI Ethics Resources,IBM,Intermediate,Free,What is AI Ethics ?,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#What+is+AI+ethics%3F,3
AI Ethics Resources,IBM,Intermediate,Free,What is AI Ethics ?,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Establishing+principles+for+AI+ethics,6
AI Ethics Resources,IBM,Intermediate,Free,Establishing Principles of AI Ethics,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Primary+concerns+of+AI+today,3
AI Ethics Resources,IBM,Intermediate,Free,Primary Concerns of AI Today,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#How+to+establish+AI+ethics,7
AI Ethics Resources,IBM,Intermediate,Free,How to Establish AI Ethics,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Organizations+that+promote+AI+ethics,5
AI Ethics Resources,IBM,Intermediate,Free,Organizations that promote AI Ethics,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#IBM%E2%80%99s+point+of+view+on+AI+Ethics,3
AI Ethics Resources,IBM,Intermediate,Free,IBM's point of view on AI Ethics,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#AI+ethics+and+IBM,3
AI Ethics Resources,IBM,Intermediate,Free,AI Ethics and IBM,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Related+solutions,1
AI Ethics Resources,IBM,Intermediate,Free,Related Solution,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Take+the+next+step%0A,1
Fast.ai,Fast.ai,Advanced,Free,Practical Deep Learning for Coders,Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",Practical Deep Learning,2400
Fast.ai,Fast.ai,Advanced,Free,1: Getting started,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html,1
Fast.ai,Fast.ai,Advanced,Free,1: Getting started: Video-Lesson 1: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#video,90
Fast.ai,Fast.ai,Advanced,Free,1: Getting started: How to complete lesson 1,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#how-to-complete-lesson-1,2
Fast.ai,Fast.ai,Advanced,Free,1: Getting started: Resources,Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#resources,1
Fast.ai,Fast.ai,Advanced,Free,1: Getting started: Links,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#links,1
Fast.ai,Fast.ai,Advanced,Free,1: Getting started: Links: If you need help,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#if-you-need-help,1
Fast.ai,Fast.ai,Advanced,Free,2: Deployment,Easy,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html,1
Fast.ai,Fast.ai,Advanced,Free,2: Deployment:  Video-Lesson 2: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#video,80
Fast.ai,Fast.ai,Advanced,Free,2: Deployment:  Resourcces,Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#resources,2
Fast.ai,Fast.ai,Advanced,Free,2: Deployment:  Link,Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#links,1
Fast.ai,Fast.ai,Advanced,Free,3: Neural net foundations,Easy,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html,1
Fast.ai,Fast.ai,Advanced,Free,3: Neural net foundations: Video-Lesson 3: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#video,90
Fast.ai,Fast.ai,Advanced,Free,3: Neural net foundations: Resources,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#resources,2
Fast.ai,Fast.ai,Advanced,Free,3: Neural net foundations: Links from the lesson,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#links-from-the-lesson,1
Fast.ai,Fast.ai,Advanced,Free,4: Natural Language (NLP),Easy,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html,2
Fast.ai,Fast.ai,Advanced,Free,4: Natural Language (NLP): Video-Lesson 4: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html#video,100
Fast.ai,Fast.ai,Advanced,Free,4: Natural Language (NLP): Resources,Hard,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html#resources,1
Fast.ai,Fast.ai,Advanced,Free,5: From-scratch model,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html,1
Fast.ai,Fast.ai,Advanced,Free,5: From-scratch model: Video-Lesson 5: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#video,110
Fast.ai,Fast.ai,Advanced,Free,5: From-scratch model: Lesson Notebooks,Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#lesson-notebooks,2
Fast.ai,Fast.ai,Advanced,Free,5: From-scratch model: Links from the Lesson,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#links-from-the-lesson,1
Fast.ai,Fast.ai,Advanced,Free,6: Random forests,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html,1
Fast.ai,Fast.ai,Advanced,Free,6: Random forests: Video-Lesson 6: Practical Deep Learning for Coders 2022,Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#video,110
Fast.ai,Fast.ai,Advanced,Free,6: Random forests: Lesson Notebooks,Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#lesson-notebooks,2
Fast.ai,Fast.ai,Advanced,Free,6: Random forests: Links for the lesson,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#links-from-the-lesson,1
Fast.ai,Fast.ai,Advanced,Free,7: Collaborative filtering,Easy,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution, Research Papers, Computer Vision, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson7.html,1
Fast.ai,Fast.ai,Advanced,Free,7: Collaborative filtering: Video-Lesson 7: Practical Deep Learning for Coders 2022,Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution, Research Papers, Computer Vision, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson7.html#video,110
Fast.ai,Fast.ai,Advanced,Free,7: Collaborative filtering: Resources,Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson7.html#resources,2
Fast.ai,Fast.ai,Advanced,Free,8: Convolutions (CNNs),Easy,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html,1
Fast.ai,Fast.ai,Advanced,Free,8: Convolutions (CNNs): Video-Lesson 8: Practical Deep Learning for Coders 2022,Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html#video,100
Fast.ai,Fast.ai,Advanced,Free,8: Convolutions (CNNs): Resources,Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html#resources,2
Fast.ai,Fast.ai,Advanced,Free,Bonus: Data ethics,Easy,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html,2
Fast.ai,Fast.ai,Advanced,Free,Bonus: Data ethics-Video: Ethics for Data Science,Hard,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html#video,130
Fast.ai,Fast.ai,Advanced,Free,Bonus: Useful Links,Easy,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html#useful-links,2
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 1,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson1.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 2,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson2.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 3,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson3.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 4,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson4.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 5,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson5.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 6,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson6.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 7,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson7.html,10
Fast.ai,Fast.ai,Advanced,Free,Summaries: Lesson 8,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson8.html,10
Fast.ai,Fast.ai,Advanced,Free,Part-2 Overview,Easy,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html,3
Fast.ai,Fast.ai,Advanced,Free,Part-2 Overview: Content Summary,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html#content-summary,2
Fast.ai,Fast.ai,Advanced,Free,Part-2 Overview: Content Summary,Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html#topics-covered,5
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: What you need to know,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#what-you-need-to-know,3
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Lesson Overview,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#lesson-overview,3
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Concepts Discussed,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#concepts-discussed,3
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Video-Lesson 9: Practical Deep Learning for Coders 2022,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#video,140
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Lesson Resources,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#lesson-resources,5
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Links from the Lesson,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#links-from-the-lesson,5
Fast.ai,Fast.ai,Advanced,Free,9: Stable Diffusion: Useful background on fast.ai courses,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#useful-background-on-fast.ai-courses,5
Fast.ai,Fast.ai,Advanced,Free,10: Diving Deeper,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html,2
Fast.ai,Fast.ai,Advanced,Free,10: Diving Deeper: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,10: Diving Deeper: Video-Lesson 10: Practical Deep Learning for Coders 2022,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#video,110
Fast.ai,Fast.ai,Advanced,Free,10: Diving Deeper: Lesson Resources,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,10: Diving Deeper: Links from the lesson,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#links-from-the-lesson,2
Fast.ai,Fast.ai,Advanced,Free,11: Matrix multiplication,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html,2
Fast.ai,Fast.ai,Advanced,Free,11: Matrix multiplication: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,11: Matrix multiplication: Video-Lesson 11: Practical Deep Learning for Coders 2022,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#video,130
Fast.ai,Fast.ai,Advanced,Free,11: Matrix multiplication: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,12: Mean shift clustering,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html,2
Fast.ai,Fast.ai,Advanced,Free,12: Mean shift clustering: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,12: Mean shift clustering: Video-Lesson 12: Practical Deep Learning for Coders 2022,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#video,110
Fast.ai,Fast.ai,Advanced,Free,12: Mean shift clustering: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,13: Backpropagation & MLP,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html,2
Fast.ai,Fast.ai,Advanced,Free,13: Backpropagation & MLP: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,13: Backpropagation & MLP: Video 13 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#video,110
Fast.ai,Fast.ai,Advanced,Free,13: Backpropagation & MLP: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,14: Backpropagation,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html,2
Fast.ai,Fast.ai,Advanced,Free,14: Backpropagation: Concepts Used,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html#concepts-discussed,3
Fast.ai,Fast.ai,Advanced,Free,14: Backpropagation: Video 14 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html#video,110
Fast.ai,Fast.ai,Advanced,Free,15: Autoencoders,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html,2
Fast.ai,Fast.ai,Advanced,Free,15: Autoencoders: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,15: Autoencoders: Video 15 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#video,100
Fast.ai,Fast.ai,Advanced,Free,15: Autoencoders: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,16: The Learner framework,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html,2
Fast.ai,Fast.ai,Advanced,Free,16: The Learner framework: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,16: The Learner framework: Video 16 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#video,90
Fast.ai,Fast.ai,Advanced,Free,16: The Learner framework: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,17: Initialization/normalization,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html,2
Fast.ai,Fast.ai,Advanced,Free,17: Initialization/normalization: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,17: Initialization/normalization: : Video 17 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#video,120
Fast.ai,Fast.ai,Advanced,Free,17: Initialization/normalization: Papers from the lesson,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#papers-from-the-lesson,2
Fast.ai,Fast.ai,Advanced,Free,18: Accelerated SGD & ResNets,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html,2
Fast.ai,Fast.ai,Advanced,Free,18: Accelerated SGD & ResNets: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,18: Accelerated SGD & ResNets: Video 18 : Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#video,130
Fast.ai,Fast.ai,Advanced,Free,18: Accelerated SGD & ResNets: Video 18 : Lesson Resources,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,19: DDPM and Dropout,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html,2
Fast.ai,Fast.ai,Advanced,Free,19: DDPM and Dropout: Concept Useds,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,19: DDPM and Dropout:  Video 19: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html#video,90
Fast.ai,Fast.ai,Advanced,Free,20: Mixed Precision,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html,2
Fast.ai,Fast.ai,Advanced,Free,20: Mixed Precision: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,20: Mixed Precision: Video 20: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html#video,110
Fast.ai,Fast.ai,Advanced,Free,21: DDIM,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html,2
Fast.ai,Fast.ai,Advanced,Free,21: DDIM: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,21: DDIM: Video 21: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html#video,120
Fast.ai,Fast.ai,Advanced,Free,22: Karras et al (2022),Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html,2
Fast.ai,Fast.ai,Advanced,Free,22: Karras et al (2022): Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,22: Karras et al (2022): Video 22: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html#video,90
Fast.ai,Fast.ai,Advanced,Free,23: Super-resolution,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html,2
Fast.ai,Fast.ai,Advanced,Free,23: Super-resolution: Concepts Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,23: Super-resolution: Video 23: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#video,100
Fast.ai,Fast.ai,Advanced,Free,23: Super-resolution: Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,24: Attention & transformers,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html,2
Fast.ai,Fast.ai,Advanced,Free,24: Attention & transformers: Concepts  Used,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html#concepts-discussed,2
Fast.ai,Fast.ai,Advanced,Free,24: Attention & transformers:  Video 24: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html#video,120
Fast.ai,Fast.ai,Advanced,Free,25: Latent diffusion,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html,2
Fast.ai,Fast.ai,Advanced,Free,25: Latent diffusion :  Video 25: Deep Learning Foundations to Stable Diffusion,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html#video,100
Fast.ai,Fast.ai,Advanced,Free,25: Latent diffusion : Lesson Resources,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html#lesson-resources,2
Fast.ai,Fast.ai,Advanced,Free,Bonus: Lesson 9a,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://youtu.be/0_BBRNYInx8,42
Fast.ai,Fast.ai,Advanced,Free,Bonus: Lesson 9b,Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://www.youtube.com/watch?v=mYpjmM7O-30,52
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/536,45
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Video,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/video/384243,22
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Reading,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/documents/384244,13
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Quiz,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/quizzes/384245,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/539,45
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Video,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/video/379143,15
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Reading,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/documents/379144,20
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Quiz,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/quizzes/379145,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/554,20
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI:Video,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4412757/video/386919,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4412757/quizzes/386920,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/556,120
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Generative AI Course,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/536,45
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Large Language Models Course,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_templates/539,45
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Responsibe AI Course,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_templates/554,20
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Quiz,Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412954/quizzes/381263,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/388,128
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387435,16
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- Course Introduction,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387435,7
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- Google and Responsible AI,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387436,5
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- An Introduction to Google AI Principles,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, AI Principles",https://www.cloudskillsboost.google/course_sessions/4597819/video/387437,4
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case",https://www.cloudskillsboost.google/course_sessions/4597819/video/387438,16
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI- The Economic Intelligence Report,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case",https://www.cloudskillsboost.google/course_sessions/4597819/video/387438,3
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI- The Business Case for Responsible Innovation,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439,13
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439,16
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns-Video,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439,6
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns- Concerns about Artificial Intelligence,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387441,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Creating AI Principles,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387442,23
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-How Google AI Principles were developed,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387442,9
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Ethical Issues Spotting,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387443,4
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Ethical Aims of Google's AI Principle,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387444,10
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387445,22
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Google's AI Governance,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387445,5
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Google Cloud Review Process,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387446,9
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Celebrity Recoginition Case Study,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387447,8
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387448,18
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: Issue Spotting Process,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387448,7
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: What we've learned from operationalizing AI Principles-Challenges,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387449,4
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: What we've learned from operationalizing AI Principles-Best Practices,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387450,7
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387451,17
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible AI-Video,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387451,2
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible AI- Resource Links,Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/documents/387452,15
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation,Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_templates/541,15
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation-Video,Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_sessions/4413198/video/383842,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation-Quiz,Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_sessions/4413198/quizzes/383843,5
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism,Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_templates/537,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism-Overview,Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_sessions/4414897/video/383836,5
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism-Quiz,Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_sessions/4414897/quizzes/383837,5
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture,Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_templates/543,42
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Overview,Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/video/383848,7
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Lab Walkthrough,Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/video/383849,20
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Quiz,Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/quizzes/383850,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Lab Resources,Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/documents/383851,5
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models,Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_templates/538,42
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Overview,Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/video/383838,11
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Lab Walkthrough,Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/video/383839,11
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Quiz,Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/quizzes/383840,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Lab Resources,Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/documents/383841,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model,Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_templates/542,40
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Overview,Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/video/383844,12
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Lab Walkthrough,Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/video/383845,18
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Quiz,Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/quizzes/383846,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Lab Resources,Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/documents/383847,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_templates/552,40
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio-Video,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/video/384246,15
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Course Review-Reflection Cards,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/documents/384247,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Quiz,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/quizzes/384248,10
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Reading List,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/documents/384249,5
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408190,240
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Getting Started,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408190,90
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Prompt Design,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408191,90
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Getting Started with Generative AI Studio,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408192,60
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Explore and Evaluate Models using Model Garden-Lab,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/focuses/71938?parent=catalog,60
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Prompt Design using PaLM-Lab,Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, PaLM, Prompt Design",https://www.cloudskillsboost.google/focuses/71937?parent=catalog,90
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Foundations,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://cloudskillsboost.google/course_templates/218,140
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Introduction,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/video/325908,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam and Dataflow Refresher,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325909,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325910,10
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Introduction,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325910,2
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Runner v2,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher, Runner v2",https://www.cloudskillsboost.google/course_sessions/5145103/video/325911,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Container Environments,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher, Runner v2, Cross Language Transform",https://www.cloudskillsboost.google/course_sessions/5145103/video/325912,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Cross-Language Transforms,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325913,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Quiz - Beam Portability,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325914,5
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325915,9
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325915,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow Shuffle Service,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325916,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow Streaming Engine,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325917,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Flexible Resource Scheduling,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325918,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Quiz - Separating Compute and Storage with Dataflow,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325919,5
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions",Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325920,17
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: IAM",Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325920,6
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: Quotas",Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325921,6
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: Quiz - IAM, Quotas, and Permissions",Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325922,5
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325923,90
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Data Locality,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325923,4
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Shared VPC,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325924,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Private IPs,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325925,1
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: CMEK,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325926,2
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Setup IAM and Networking for your Dataflow Jobs,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325926,75
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Quiz - Security,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/labs/325927,5
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Summary,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/video/325929,3
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Additional Resources,Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/documents/325930,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Develop Pipelines,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_templates/229?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&search_id=25346358,2100
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Develop Pipelines: Introduction ,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5146048/video/103663,4
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103664,195
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Beam Basics,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103664,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Utility Transforms,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103665,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: DoFn Lifecycle,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103666,4
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Serverless Data Processing with Dataflow - Writing an ETL pipeline using Apache Beam and Cloud Dataflow (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103667,90
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Serverless Data Processing with Dataflow - Writing an ETL Pipeline using Apache Beam and Cloud Dataflow (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103668,90
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Quiz 1 - Beam Concepts Review,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/quizzes/103669,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/documents/103670,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"Windows, Watermarks Triggers",Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103671,515
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Windows,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103671,6
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Watermarks,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103672,8
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Triggers,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103673,8
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Batch Analytics Pipelines with Cloud Dataflow (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103674,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Batch Analytics Pipelines with Cloud Dataflow (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103675,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Using Dataflow for Streaming Analytics (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103676,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Using Dataflow for Streaming Analytics (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103677,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"Quiz 2 - Windows, Watermarks Triggers",Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/quizzes/103678,10
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/documents/103679,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103680,20
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Introduction,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103680,3
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks:: Text IO & File IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103681,3
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: BigQuery IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103682,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: PubSub IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103683,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Kafka IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103684,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: BigTable IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103685,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Avro IO,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103686,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Splittable DoFn,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103687,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Quiz 3 - Sources & Sinks,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103688,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks:: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103689,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103690,250
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Beam schemas,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103690,3
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Code examples,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103691,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Serverless Data Processing with Dataflow - Branching Pipelines (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103692,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Serverless Data Processing with Dataflow - Branching Pipelines (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103693,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Quiz 4 - Schemas,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103694,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103695,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103696,315
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: State API,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103696,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Timer API,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103697,3
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Summary,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103698,3
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Quiz 5 - State and Timers,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103699,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103700,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103701,290
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Schemas,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103701,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Handling un-processable data,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103702,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Error handling,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103703,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: AutoValue code generator,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103704,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: JSON data handling,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103705,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Utilize DoFn lifecycle,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103706,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Pipeline Optimizations,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103707,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Serverless Data Processing with Dataflow - Advanced Streaming Analytics Pipeline with Cloud Dataflow (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103708,90
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Serverless Data Processing with Dataflow - Advanced Streaming Analytics Pipeline with Cloud Dataflow (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103709,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Quiz 6 - Best Practices,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103710,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103711,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103712,500
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Dataflow and Beam SQL,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103712,9
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Windowing in SQL,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103713,1
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Beam DataFrames,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103714,4
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Batch Analytics (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",#REF!,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Batch Analytics (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103715,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Streaming Analytics (Java),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103717,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes:Serverless Data Processing with Dataflow - Using Dataflow SQL for Streaming Analytics (Python),Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103718,120
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Quiz 7 - Dataflow SQL & DataFrames,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103719,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103720,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/video/103721,20
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Introduction,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/video/103721,7
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Quiz 8 - Beam Notebooks,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103722,5
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Module Resources,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103723,2
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Summary,Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam",https://www.cloudskillsboost.google/course_sessions/5287822/video/103724,4
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362,50
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs: Overview,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step2,2
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Lab fundamentals,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step3,2
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 1 Accessing the Cloud Console,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step4,10
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 2 Projects in the Cloud console,Easy,"Google Cloud, Google Console, Google Cloud Project, APIs",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step5,10
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 3 Roles and permissions,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step6,10
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 4 APIs and services,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step7,10
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 5 Ending your lab,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step8,5
Data Engineer - Lab: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300,65
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab- Overview,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step2,2
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Challenge scenario,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step3,2
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 1 Clean your training data,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step4,20
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 2 Create a BigQuery ML model,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step5,20
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 3 Perform a batch prediction on new data,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step5,20
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_templates/631,420
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Vertex AI: Qwik Start",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403552,90
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataprep: Qwik Start",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403553,60
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Templates",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403554,30
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Python",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403555,30
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Console",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403556,30
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Command Line",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403557,30
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Cloud Natural Language API: Qwik Start",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403558,40
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Google Cloud Speech API: Qwik Start",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403559,15
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Video Intelligence: Qwik Start",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403560,30
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Challenge Lab",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403561,80
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Tell us how we did!",Medium,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/documents/403562,2
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367,100
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Overview,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step2,5
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Challenge Scenario,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step3,2
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 1. Create a table partitioned by date
",Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step4,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 2. Add new columns to your table
",Easy,"data engineer, bigquery, partitioned datasets, querying datasets, SQL",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step5,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 3. Add country population data to the population column
",Easy,"data engineer, bigquery, data join, SQL",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step6,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 4. Add country area data to the country_area column
",Easy,"data engineer, BigQuery, JSON, data structures",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step7,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 5. Populate the mobility record data
",Easy,"data engineer, BigQuery, data warehouses",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step8,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 6. Query missing data in population & country_area columns
",Easy,"data engineer, BigQuery, data warehouses",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step9,15
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Tips and tricks
",Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step10,2
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud,Medium,"data engineer, data preparation, data wrangling, data cleaning, google cloud",https://www.cloudskillsboost.google/course_templates/627,300
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Creating a Data Transformation Pipeline with Cloud Dataprep,Medium,"data engineer, data preparation, data wrangling, data cleaning, google cloud",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403525,60
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: ETL Processing on Google Cloud Using Dataflow and BigQuery (Python),Medium,"data engineer, data lake, bigquery, ETL pipeline, dataflow",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403526,60
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Predict Visitor Purchases with a Classification Model in BigQuery ML,Medium,"data engineer, ML, Classification, BigQuery",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403527,60
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Cloud Composer: Copying BigQuery Tables Across Different Locations,Medium,"data engineer, BigQuery, Cloud Storage",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403528,75
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Engineer Data in Google Cloud: Challenge Lab,Medium,"data engineer, challenge, BigQuery, Batch Predicition",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403529,60
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Overview -  Data Preparation and Feature Engineering in ML,Easy,"data preparation, feature engineering, model, algorithm",https://developers.google.com/machine-learning/data-prep,10
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Overview - The Process for Data Preparation and Feature Engineering,Medium,"data, samples, label, machine learning",https://developers.google.com/machine-learning/data-prep/process,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset,Medium,"correlation, sampling, causation, features",https://developers.google.com/machine-learning/data-prep/construct/construct-intro,27
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset - Introduction to Constructing Your Dataset,Medium,"correlation, sampling, causation, features",https://developers.google.com/machine-learning/data-prep/construct/construct-intro,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset -  Size and Quality of a Data Set,Medium,"prediction,model,quality,metrics, feature representation",https://developers.google.com/machine-learning/data-prep/construct/collect/data-size-quality,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset - Joining Logs,Medium,"prediction, logs, latency,query, data ",https://developers.google.com/machine-learning/data-prep/construct/collect/joining-logs,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset - Labels Sources,Medium,"labels, logs, model, user",https://developers.google.com/machine-learning/data-prep/construct/collect/label-sources,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Construct Your Dataset - Check Your Understanding,Medium,"label, prediction, samples, data",https://developers.google.com/machine-learning/data-prep/construct/collect/check-your-understanding,7
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data,Medium,"feature, sampling, data, queries",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/sampling,33
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data -  Sampling ,Medium,"feature, sampling, data, queries",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/sampling,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data - Imbalanced Data,Medium,"data, weight, model, imbalance, majority, minority ",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/imbalanced-data,6
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data - Data Split Example,Medium,"data, label, split, sets, training, testing",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/example,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data - Splitting Your Data,Medium,"data, label, split, training, testing, validation, samples, machine learning",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/split,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data - Randomization,Medium,"data,samples, evaluation, generation, datasets, query",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/randomization,5
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Sampling and Splitting Data - Check Your Understanding,Medium,"data, model, tail, problem,label, examples",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/check-your-understanding,7
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Transform Your Data,Medium,"data, model, transformation, computation, normalization, computation",https://developers.google.com/machine-learning/data-prep/transform/introduction,40
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Transform Your Data - Introduction to Transforming Data,Medium,"data, model, transformation, computation, normalization, computation",https://developers.google.com/machine-learning/data-prep/transform/introduction,15
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Transform Your Data - Transforming Categorical Data,Medium,"data, categories, index, embedding, values, model, hashing",https://developers.google.com/machine-learning/data-prep/transform/transform-categorical,15
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Transform Your Data - Check Your Understanding,Medium,"data, scaling, outliers, transformation, normalization, modeling",https://developers.google.com/machine-learning/data-prep/transform/check-your-understanding,10
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Programming Exercise,Medium,"data, transformation, label, samples, dataset, code",https://developers.google.com/machine-learning/data-prep/programming-exercise,60
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Programming Exercise - Data Modeling,Medium,"data, transformation, label, samples, dataset, code",https://developers.google.com/machine-learning/data-prep/programming-exercise,50
Data Preparation and Feature Engineering in ML,Google Developers,Intermediate,Free,Conclusion - Course Summary,Medium,"data, dataset,algorithms, workflow, samples, code",https://developers.google.com/machine-learning/data-prep/summary,10
Testing and Debugging,Google Developers,Intermediate,Free,Overview: Introduction,Medium,"debugging, learning, testing, ml, model, code",https://developers.google.com/machine-learning/testing-debugging,2
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Overview,Medium,"debugging, learning, testing, ml, model, code, quality, causes, optimization",https://developers.google.com/machine-learning/testing-debugging/common/overview,2
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: ML Debugging: Programming Exercise,Medium,"data, schema, input, valus, label, distribution, test, check, monitor",https://developers.google.com/machine-learning/testing-debugging/common/programming-exercise-debugging-challenges,20
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Data and Feature Debugging,Medium,"data, schema, input, valus, label, distribution, test, check, monitor",https://developers.google.com/machine-learning/testing-debugging/common/data-errors,3
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Model Debugging,Medium,"debugging,model, data, layer, bugs, baseline, code, batch",https://developers.google.com/machine-learning/testing-debugging/common/model-errors,10
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Check Your Understanding: Model Debugging,Medium,"baseline, validation, epochs, model, loss, training, cost, rate, increase",https://developers.google.com/machine-learning/testing-debugging/common/check-your-understanding,7
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Interpreting Loss Curves,Medium,"data, fix,debugging, metrics, model, curve,inputs",https://developers.google.com/machine-learning/testing-debugging/metrics/interpretic,5
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Evaluate Models Using Metrics,Medium,"data, metrics, model, error, quality, slices, mean, subsets, content",https://developers.google.com/machine-learning/testing-debugging/metrics/metrics,5
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Check Your Understanding: Model Metrics,Medium,"prediction, label, predictor, metrics, unicorn, samples, stars",https://developers.google.com/machine-learning/testing-debugging/metrics/check-your-understanding,2
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Model Optimization,Medium,"label, mode, width, tuning, quality, depth, correlation, labels, tune, correlation",https://developers.google.com/machine-learning/testing-debugging/common/optimization,3
Testing and Debugging,Google Developers,Intermediate,Free,Debugging & Testing: Debugging Models: Programming Exercise,Medium,"data, fix,debugging, metrics, model, curve,inputs",https://developers.google.com/machine-learning/testing-debugging/common/programming-exercise,60
Testing and Debugging,Google Developers,Intermediate,Free,Testing in production: Overview ,Medium,"pipeline, ml, tests, testing, model, components, pipelines, guidelines,data",https://developers.google.com/machine-learning/testing-debugging/pipeline/overview,5
Testing and Debugging,Google Developers,Intermediate,Free,Testing in production: Testing for Deployment,Medium,"datatest, server, model, api, tests, integration, software, components, testing",https://developers.google.com/machine-learning/testing-debugging/pipeline/deploying,15
Testing and Debugging,Google Developers,Intermediate,Free,Testing in production: Testing Pipelines,Medium,"data, model, monitor, outputs, schema, queries, prediction, predictor, code",https://developers.google.com/machine-learning/testing-debugging/pipeline/production,10
Testing and Debugging,Google Developers,Intermediate,Free,Testing in production: Check Your Understanding:,Medium,"data, behavior, model, quality, dataset, predictor, prediction, ssampling, cause, unicorn",https://developers.google.com/machine-learning/testing-debugging/pipeline/check-your-understanding,5
Testing and Debugging,Google Developers,Intermediate,Free,Conclusion: Implementation,Medium,"debugging, code, guidelines, license, content, developers, label, java",https://developers.google.com/machine-learning/testing-debugging/implementation,10
Testing and Debugging,Google Developers,Intermediate,Free,Conclusion: Course Summary and Next Steps,Medium,"license, content, code, developers, java, preferences, oracle, label",https://developers.google.com/machine-learning/testing-debugging/summary,10
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Meet the author,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383324,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Course Introduction,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383325,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Reading list,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383326,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Introduction,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383327,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Google Cloud infrastructure,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383328,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Compute,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, compute",https://www.cloudskillsboost.google/course_sessions/5007143/video/383329,5
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Storage,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, storage",https://www.cloudskillsboost.google/course_sessions/5007143/video/383330,5
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: The history of big data and ML products,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383331,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Big data and ML product categories,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383332,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Customer example: Gojek,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383333,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Lab introduction: Exploring a BigQuery Public Dataset,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, lab, BigQuery",https://www.cloudskillsboost.google/course_sessions/5007143/video/383334,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Exploring a BigQuery Public Dataset,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383335,60
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Summary,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383348,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Quiz,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, quiz",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383349,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Reading list,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383350,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Introduction,Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383339,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Big data challenges,Medium,"data engineer, streaming data, Big data, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383340,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Message-oriented architecture,Medium,"data engineer, streaming data, architecture, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383341,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Designing streaming pipelines with Apache Beam,Medium,"data engineer, streaming data, pipelines, Apache Beam, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383342,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Implementing streaming pipelines on Cloud Dataflow,Medium,"data engineer, streaming data, pipelines, cloud dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383343,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Visualization with Looker,Medium,"data engineer, streaming data, visualization, Looker, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383344,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Visualization with Data Studio,Medium,"data engineer, streaming data, visualization, Data Studio, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383345,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow,Medium,"data engineer, streaming data, lab, pipeline, Dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383346,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow,Medium,"data engineer, streaming data, pipeline, Dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383347,60
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Summary,Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383348,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Quiz,Medium,"data engineer, streaming data, quiz, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383349,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Data Engineering for Streaming Data: Reading list
",Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383350,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Introduction,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383351,5
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Storage and analytics,Medium,"data engineer, Big Data, BigQuery, Storage, Analytics, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383352,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery demo - San Francisco bike share,Medium,"data engineer, Big Data, BigQuery, Storage, Analytics, demo, San Francisco, bike share, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383353,11
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Introduction to BigQuery ML,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383354,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Using BigQuery ML to predict customer lifetime value,Medium,"data engineer, Big Data, BigQuery, Machine Learning, predict, customer, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383355,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery ML project phases,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Phases, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383356,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery ML key commands,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Google Cloud ",https://www.cloudskillsboost.google/course_sessions/5007143/video/383357,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Lab introduction: Predicting Visitor Purchases Using BigQuery ML,Medium,"data engineer, Big Data, BigQuery, Lab, Predicting, Visitor Purchases, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383358,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Predicting Visitor Purchases with BigQuery ML,Medium,"data engineer, Big Data, BigQuery, Predicting, Visitor Purchases, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383359,70
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Summary,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383360,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Quiz,Medium,"data engineer, Big Data, BigQuery, Quiz, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383361,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Reading list,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383362,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Introduction,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383363,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Options to build ML models,Medium,"data engineer, Machine Learning, Google Cloud, Models, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383364,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Pre-built APIs,Medium,"data engineer, Machine Learning, Google Cloud, Pre-built APIs, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383365,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: AutoML,Medium,"data engineer, Machine Learning, Google Cloud, AutoML, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383366,6
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Custom training,Medium,"data engineer, Machine Learning, Google Cloud, Custom Training, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383367,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Vertex AI,Medium,"data engineer, Machine Learning, Google Cloud, Vetex AI, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383368,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: AI Solutions,Medium,"data engineer, Machine Learning, Google Cloud, AI Solutions, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383369,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Summary,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383370,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Quiz,Medium,"data engineer, Machine Learning, Google Cloud, Quiz, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383371,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Reading list,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383372,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Introduction,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383373,5
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Data preparation,Medium,"data engineer, Machine Learning, Vertex AI, Data preparation, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383374,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model training,Medium,"data engineer, Machine Learning, Vertex AI, Model training, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383375,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model evaluation,Medium,"data engineer, Machine Learning, Vertex AI, Model evaluation, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383376,4
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model deployment and monitoring,Medium,"data engineer, Machine Learning, Vertex AI, Model deployment, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383377,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Lab introduction: Predicting loan risk with AutoML,Medium,"data engineer, Machine Learning, Vertex AI, Lab, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383378,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Vertex AI: Predicting Loan Risk with AutoML,Medium,"data engineer, Machine Learning, Vertex AI, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383379,150
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Lab recap: Predicting loan risk with AutoML,Medium,"data engineer, Machine Learning, Vertex AI, Lab, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383380,3
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Summary,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383381,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Quiz,Medium,"data engineer, Machine Learning, Vertex AI, Quiz, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383382,2
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Reading list,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383383,1
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Summary,Medium,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383384,4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Preparing for the Google Cloud Professional Data Engineer Exam : Understanding the Professional Data Engineer Certification Welcome to the course - Introduction,Easy,"data engineer, Google Cloud, ML, data representations, pipelines, and processing infrastructure",https://www.cloudskillsboost.google/course_sessions/5149327/video/359776,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Preparing for the Google Cloud Professional Data Engineer Exam : Understanding the Professional Data Engineer Certification ,Medium,"data engineer, cloud engineer, cloud data cluster",https://www.cloudskillsboost.google/course_sessions/5149327/video/359777,7
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Information about the latest Exam Guide,Medium,"data engineer, cloud engineer, cloud data cluster",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359778,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Exam Tips #1,Medium,"data, monitoring, storage, requirements, pipelines, encryption",https://cloud.google.com/learn/certification/guides/data-engineer,15
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Quiz: Module 1 Assessment,Medium,"data engineer, strategy, bookmarking, sample questions, certification exam",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359780,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Exam Tips #2,Medium,"data engineer, technologies, product, technology, documentation, specialization, training",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359781,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Designing and building,Medium,"data engineering, pipeline, designing data, representation, machine learning, databses ",https://www.cloudskillsboost.google/course_sessions/5149327/video/359782,10
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design flexible data representation,Medium,"data engineer, pipleline, SQL, serialization, BigQuery, RDDs, tensor, hadoop",https://www.cloudskillsboost.google/course_sessions/5149327/video/359783,10
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Exam Tips #3,Medium,"data engineer, touchstone, Vm's, basic concepts,",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359784,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design data pipeline,Medium,"data engineer, Cloud Dataproc, hadoop, RDD, spark",https://www.cloudskillsboost.google/course_sessions/5149327/video/359785,5
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Dataflow pipelines,Medium,"data engineer, pipeline, cloud dataflow, framework",https://www.cloudskillsboost.google/course_sessions/5149327/video/359786,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Bigquery and dataflow solutions,Medium,"data, bigquery, SQL, cloud",https://www.cloudskillsboost.google/course_sessions/5149327/video/359787,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design data processing infrastructure,Medium,"data, cloud, Bigquery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359788,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Pub/Sub solutions,Medium,"data, cloud pub,sub, cloud dataflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359789,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Practice exam questions 01,Medium,"data, bigquery, cloud storage, dataset, cloud spanner",https://www.cloudskillsboost.google/course_sessions/5149327/video/359790,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Designing Data Processing Systems: Exam Guide Review,Medium,"data, pipeline, Bigquery, storage, pub,sub, infrastructure",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359791,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and Operationalizing Data Processing Systems,Medium,"data, processing, database, Bigquery, tables",https://www.cloudskillsboost.google/course_sessions/5149327/video/359792,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Cloud Storage, Cloud SQL, Cloud Bigtable",Medium,"data,Cloud SQL, cloud storage, Cloud Bigtable, MySQL, NOSQL",https://www.cloudskillsboost.google/course_sessions/5149327/video/359793,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and maintaining pipelines,Medium,"data, cloud, dataflow, windowing, data processing",https://docs.google.com/spreadsheets/d/1dnVGIclHGY-4lJUwybhOq1sZAgoJBiKTi36cxEA_Shw/edit#gid=1382298404,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and maintaining processing infrastructure,Medium,"data, cloud pub,sub, cloud dataflow, dataflow, Bigquery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359795,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Practice exam questions 02,Medium,"data, Bigquery, cloud SQL, cloud storage, cloud spanner, cloud bigtable",https://www.cloudskillsboost.google/course_sessions/5149327/video/359796,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and Operationalizing Data Processing Systems: Exam Guide Review ,Medium,"data, Bigquery, cloud query, cloud storage, cloud spanner",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359797,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Case study 01
",Medium,"data, SQL, bigquery, dataproc, apache airflow, cloud composer",https://www.cloudskillsboost.google/course_sessions/5149327/video/359798,4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Case study 01
",Medium,"data, SQL, bigquery, apache airflow, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359799,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Challenge Lab 01 Intro,Medium,"data, SQL, bigquery, apache airflow, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/video/359800,0.32
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: PDE Prep: BigQuery Essentials,Medium,"data, SQL, bigquery, dataset, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/labs/359801,120
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Exam Tips #4,Medium,"data, SQL, bigquery, dataset, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359802,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Quiz: Designing and Building Data Processing Systems,Medium,"data, dataproc, cloud SQL, dataflow, Pub,Sub, and BigQuery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359803,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Analyzing and modeling,Medium,"data, analyzing, modeling, Machine learning, pre-trained, tensorflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359804,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Analyzing data,Medium,"data, SQL, analysis, machine learning, algorithm",https://www.cloudskillsboost.google/course_sessions/5149327/video/359805,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Machine Learning,Medium,"data, machine learning, bigquery, dataflow, tensorflow, Cloud Pub,Sub",https://www.cloudskillsboost.google/course_sessions/5149327/video/359806,0.55
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Machine learning and unstructured data,Medium,"data engineer, machine learning, model, MSE, RMSE, gradient descent",https://www.cloudskillsboost.google/course_sessions/5149327/video/359807,4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Training and validating,Medium,"data, model, training, validaion, metric, underfitting, overfitting",https://www.cloudskillsboost.google/course_sessions/5149327/video/359808,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Practice exam questions 03,Medium,"data, classification, model, sentiment analysis, Natural language",https://www.cloudskillsboost.google/course_sessions/5149327/video/359809,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Exam Guide Review,Medium,"Features, Labels, Models, Regression,  Classification, Supervised, unsupervised learning, Evaluation, Metrics ",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359810,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 02,Medium,"data, bigquery, GCP, logs",https://www.cloudskillsboost.google/course_sessions/5149327/video/359811,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 02,Medium,"data, bigquery, google cloud, logs, IAM",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359812,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Modeling business processes for analysis and optimization,Medium,"data, modeling, confusion matrix, ML, pre-trained",https://www.cloudskillsboost.google/course_sessions/5149327/video/359813,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Feature engineering and performance,Medium,"data, feature engineering, hyperparameters, performance, query",https://www.cloudskillsboost.google/course_sessions/5149327/video/359814,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Schema and performance,Medium,"data, normalization, denormalized, bigquery, database",https://www.cloudskillsboost.google/course_sessions/5149327/video/359815,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Pipeline and performance,Medium,"data, SQL, efficiency, performance, select, limit",https://www.cloudskillsboost.google/course_sessions/5149327/video/359816,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Dividing work,Medium,"data, partitioning, bigquery, ,ml, GroupByKey, CombineByKey",https://www.cloudskillsboost.google/course_sessions/5149327/video/359817,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Bigtable performance,Medium,"data, bigtable, nodes, bigquery, SQL, timestamp, time series, performance",https://www.cloudskillsboost.google/course_sessions/5149327/video/359818,4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Price estimation,Medium,"data, bigquery, query validator, pricing calculator",https://www.cloudskillsboost.google/course_sessions/5149327/video/359819,0.72
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 03,Medium,"data, SQL, pipeline, cloud storage, cloud analytics, hadoop, logs",https://www.cloudskillsboost.google/course_sessions/5149327/video/359820,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 03,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359821,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Challenge Lab 02 Intro,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/video/359822,0.4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: PDE Prep: Cloud Dataproc Cluster Operations and Maintenance,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/labs/359823,120
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Exam Tips #5,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359824,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Quiz: Operationalizing Machine Learning Models,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359825,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Designing for Security and Compliance",Medium,"data engineering, cloud dataproc, logs, encryption, cloud storage",https://www.cloudskillsboost.google/course_sessions/5149327/video/359826,4
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Practice exam questions 04",Medium,"data engineer, cloud storage, bigquery, Analyst3",https://www.cloudskillsboost.google/course_sessions/5149327/video/359827,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Performing quality control",Medium,"data engineering, monitoring, stackdriver, tensorflow, security",https://www.cloudskillsboost.google/course_sessions/5149327/video/359828,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Ensuring reliability",Medium,"data, realibility, scaling, nodes, availability, failover",https://www.cloudskillsboost.google/course_sessions/5149327/video/359829,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Ensuring Solution Quality: Exam Guide Review",Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359830,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Exam Tips #5",Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359831,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Quiz: Preparing for Reliability, Policy, and Security",Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359832,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Resources and next steps,Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359833,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Practice exam quiz,Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359834,0.23
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Instructions of GRADED and UNGRADED Practice Exam Quizzes,Medium,"data engineer, graded, ungraded, ",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359835,1
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps:  Quiz: Ungraded Practice Exam,Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359836,10
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Graded Practice Exam,Medium,"data, dataproc, cloud SQL, dataflow, Pub,Sub, and BigQuery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359837,15
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Resources,Medium,"data engineer, stackdriver, bigquery, dataproc, tensorflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359838,3
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Review of tips,,"data engineer, stackdriver, bigquery, dataproc, tensorflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359838,
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Resources and Next Steps: Quiz: Course Summary Quiz - Prep for the Exam
",Medium,"data engineer, Google Cloud, ML, data representations, pipelines",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359840,2
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Sample Exam Quiz Questions,Medium,"data, bigquery, dataproc, storage cloud, bigtable, nodes, Pub,Sub",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359841,15
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Course Resources: Preparing for the Google Cloud Professional Data Engineer Exam
 ",Medium,"data, bigquery, dataproc, storage cloud, bigtable, nodes, Pub,Sub",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359842,15
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,A Tour of Google Cloud Hands-on Labs,Medium,"Cloud,Lab,console",https://www.cloudskillsboost.google/focuses/2794?parent=catalog,45
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to AI and Machine Learning on Google Cloud,Medium,"Machine Learning, Google Cloud, ",https://www.cloudskillsboost.google/course_templates/593,480
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to AI and Machine Learning on Google Cloud: Course introduction,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387507,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387508,110
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Introduction,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387508,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Why Google,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387509,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Ai/ML framework on Google Cloud,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387510,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Google Cloud infrastructure,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387511,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Data and AI products,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387512,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: ML model categories,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387513,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: BigQuery ML,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387514,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Lab introduction,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387515,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Predicting Visitor Purchases with BigQuery ML,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/labs/387516,70
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Summary,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/video/387517,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Quiz,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387518,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Foundations: Reading,Medium,"Machine Learning, Cloud,Data,Infrastructure,Bigquery,",https://www.cloudskillsboost.google/course_sessions/4968855/documents/387519,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387520,78
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Introduction,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387520,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: AI developement options,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387521,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Pre-trained APIs,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387522,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Vertex AI,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387523,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: AutoML,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387524,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Custom training,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387525,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Lab introduction,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387526,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Entity and Sentiment Analysis with the Natural Language API,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/labs/387527,40
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Summary,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387528,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Quiz,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387529,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Options: Reading,Medium,"AI,Development,API,Vertex AI,AutoML,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/documents/387530,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387531,191
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Introduction ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387531,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: How a machine learns ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387532,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: ML workflow ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387533,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Data preparation ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387534,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Model development ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387535,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Model serving ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387536,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: MLOps and workflow automation,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387537,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Lab introduction ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387538,150
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Vertex AI: Predicting Loan Risk with AutoML ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/labs/387539,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Summary ,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/video/387540,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Quiz,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387541,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,AI Development Workflow: Reading,Medium,"AI,Development,API,Vertex AI,MLOps,Workflow",https://www.cloudskillsboost.google/course_sessions/4968855/documents/387542,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387543,96
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Introduction ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387543,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Generative AI and LLMs ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387544,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Generative AI use case: Duet AI ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387545,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Model Garden ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387546,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Generative AI Studio ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387547,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: AI solutions ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387548,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Lab introduction ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387549,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Get Started with Generative AI Studio ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/labs/387550,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Summary ,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387551,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Quiz,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387552,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Reading,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/documents/387553,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generative AI: Course Summary,Medium,"Generative AI,LLM's",https://www.cloudskillsboost.google/course_sessions/4968855/video/387554,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Launching into Machine Learning,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_templates/8,600
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Launching into Machine Learning: Course introduction,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410374,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410375,210
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Introduction,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410375,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Improve data quality,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410376,13
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab intro: Improve the quality of your data,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410377,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab Demo: Improve the quality of your data,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410378,22
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Improving Data Quality,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/labs/410379,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: What is exploratory data analysis?,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410380,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: How is EDA used in machine learning?,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410381,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Data analysis and visualization,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410382,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab intro: Explore the data using Python and BigQuery,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410383,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Exploratory Data Analysis Using Python and BigQuery,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/labs/410384,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Get to know your data: Improve data through Exploratory Data Analysis,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410385,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Resources: Get to Know Your Data: Improve Data through Exploratory Data Analysis,Medium,"Machine learning,EDA,BigQuery,",https://www.cloudskillsboost.google/course_sessions/4846710/documents/410386,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410387,178
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Introduction,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410387,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Supervised learning,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410388,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Linear regression,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410389,11
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Lab intro: Introduction to linear regression,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410390,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Lab Demo: Intro to Linear Regression,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410391,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Introduction to Linear Regression,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/labs/410392,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Logistic regression,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/video/410393,16
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Machine Learning in Practice,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410394,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in Practice: Resources: Machine Learning in Practice,Medium,"Machine Learning,Supervised learning,Linear Regression,",https://www.cloudskillsboost.google/course_sessions/4846710/documents/410395,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410396,45
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Introduction,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410396,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Machine learning vs. deep learning,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410397,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: What is automated machine learning?,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410398,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: AutoML regression model,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410399,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Evaluate AutoML models,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/video/410400,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Training AutoML Models Using Vertex AI,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410401,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Training AutoML Models Using Vertex AI,Medium,"AutoML,Vertex AI,Regression models",https://www.cloudskillsboost.google/course_sessions/4846710/documents/410402,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/4846710/video/410403,97
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Introduction,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411396,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Training an ML model using BigQuery ML,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411397,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning supported models,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411398,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Lab intro: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI),Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411399,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Lab Demo: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI),Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411400,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Using BigQuery ML to Predict Penguin Weight,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/labs/411401,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery ML hyperparameter tuning,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411402,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: How to build and deploy a recommendation system with BigQuery ML,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/video/411403,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning: Develop ML Models Where Your Data Lives,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411404,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning: Develop ML Models Where Your Data Lives,Medium,"Big Query,Explanable AI,ML models,Hyperparameter. tuning,recommendation system",https://www.cloudskillsboost.google/course_sessions/5299766/documents/411405,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411406,63
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Introduction,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411406,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Defining ML models,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411407,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Introducing the course dataset,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411408,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Introduction to loss functions,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411409,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Gradient descent,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411410,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Troubleshooting loss curves,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411411,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: ML model pitfalls,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411412,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Lecture lab: Introducing the TensorFlow Playground ,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411413,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Lecture lab: TensorFlow Playground - Advanced,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411414,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Lecture lab: Practicing with neural networks,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411415,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Performance metrics ,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411416,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization: Confusion matrix,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/video/411417,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Optimization:Quiz,Medium,"Optimization,loss function,Gradient descent,confusion Matrix,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411418,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411420,36
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Introduction ,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411420,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Generalization and ML models,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411421,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: When to stop model training,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411422,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Creating repeatable samples in BigQuery,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411423,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Demo: Splitting datasets in BigQuery,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/video/411424,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Generalization and Sampling,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411425,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Summary,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/documents/411427,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Quiz,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/documents/411428,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Generalization and Sampling: Slides,Medium,"Generalization,Sampling,Bigquery",https://www.cloudskillsboost.google/course_sessions/5299766/documents/411430,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,TensorFlow on Google Cloud,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405112,720
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,TensorFlow on Google Cloud: Course Introduction,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405112,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405113,28
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow ecosystem,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405113,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Introduction to Tensorflow,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405114,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: TensorFlow API hierarchy,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405115,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Components of Tensorflow: Tensors and variables,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/video/405116,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Quiz,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405117,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Resources,Hard,"Tensorflow, Machine learning",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405118,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405119,285
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Introduction,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405119,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: : An ML recap,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405120,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Training on large datasets with tf.data API,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405121,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Working in-memory and with files,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405122,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Getting the data ready for model training,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405123,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Embeddings,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405124,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Lab intro: TensorFlow Dataset API,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405125,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: TensorFlow Dataset API,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/labs/405126,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Scaling data processing with tf.data and Keras preprocessing layers,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405127,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Lab intro: Classifying structured data using Keras preprocessing layers,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/video/405128,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Classifying Structured Data using Keras Preprocessing Layers,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/labs/405129,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Design and Build Input Data Pipeline,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405130,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Design and Build a TensorFlow Input Data Pipeline,Hard,"Data Pipeline,ML,Tensorflow,Model training,Embeddings,Keras",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405131,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405132,315
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Introduction,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405132,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Activation functions,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405133,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Training neural networks with TensorFlow 2 and the Keras Sequential API,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405134,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Serving models in the cloud,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405135,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Lab intro: Introducing the Keras Sequential API on Vertex AI Platform 1 minute,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405136,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Introducing the Keras Sequential API on Vertex AI Platform,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/labs/405137,45
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Training neural networks with TensorFlow 2 and the Keras Functional API,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405138,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Lab intro: Build a DNN using the Keras Functional API on Vertex AI Platform,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405139,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Build a DNN using the Keras Functional API,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/labs/405140,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Model subclassing,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405141,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Regularization basics,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405142,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: How can we measure model complexity: L1 vs. L2 Regularization,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/video/405143,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks in TensorFlow with Keras API: Quiz,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405144,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Resources,Hard,"Neural Networks,Tensorflow,Keras API,Vertex AI,DNN,Subclassing,Regularization",https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405144,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/video/405146,108
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Introduction,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/video/405146,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at scale with Vertex AI,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/video/405147,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at Scale with Vertex AI Training Service,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/video/405148,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at Scale with Vertex AI Training Service,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/labs/405149,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Quiz,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405150,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Training at Scale with Vertex AI: Resources,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405151,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405152,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary: Quiz,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405153,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary: Resources,Hard,"Vertex AI,Model training,",https://www.cloudskillsboost.google/course_sessions/5300718/documents/405154,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_templates/11,420
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Course introduction,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411058,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411059,36
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Introduction,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411059,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Feature Store benefits,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411060,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Feature Store terminology and concepts,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411061,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: The Feature Store data model,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411062,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Creating a Feature Store,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411063,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Introduction to Vertex AI Feature Store: 
Serving features: Batch and online",Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/video/411064,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Introduction to Vertex AI Feature Store: 
Introduction to Vertex AI Feature Store",Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411065,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Introduction to Vertex AI Feature Store,Hard,"Tensorflow, Machine learning,Features,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411066,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411067,51
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Introduction,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411067,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Overview of feature engineering,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411068,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Raw data to features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411069,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Good features versus bad features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411070,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Features should be known at prediction-time,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411071,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Features should be numeric,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411072,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Features should have enough examples,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411073,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Bringing human insight,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411074,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Representing features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/video/411075,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Raw Data to Features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411076,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Raw Data to Features: Raw Data to Features,Hard,"Feature engineering,Feature representation,Data",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411077,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411078,280
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Introduction,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411078,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Machine learning versus statistics,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411079,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Basic feature engineering,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411080,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in BigQuery ML,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411081,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in BQML,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/labs/411082,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Advanced feature engineering: Feature crosses,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411083,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Bucketize and Transform Functions,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411084,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Predict housing prices,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411085,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Estimate taxi fare,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411086,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Temporal and geolocation features,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411087,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Basic Feature Engineering in Keras,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411088,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in Keras,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/labs/411089,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Advanced Feature Engineering in Keras,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/video/411090,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Performing Advanced Feature Engineering in Keras,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/labs/411091,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering:Quiz,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411092,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Engineering: Resources,Hard,"Feature engineering,Statistics,Bigquery,Keras",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411093,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/video/411094,18
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation: Introduction,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/video/411094,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation: Apache Beam and Dataflow,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/video/411095,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation: Dataflow terms and concepts,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/video/411096,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation: Preprocessing and Feature Creation,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411097,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Preprocessing and Feature Creation: Preprocessing and Feature Creation,Hard,"Feature engineering,Apache Beam,Dataflow",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411098,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411099,16
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Introduction,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411099,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: What is a feature cross,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411100,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Discretization,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411101,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: TensorFlow Playground: Use feature crosses to create a good classifier,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411102,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: TensorFlow Playground: Too much of a good thing,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/video/411103,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Quiz,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411104,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Resources,Hard,"Feature cross,Tensorflow,",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411105,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411106,24
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Introduction,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411106,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: TensorFlow Transform,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411107,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Analyze phase,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411108,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Transform phase,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411109,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Supporting serving,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/video/411110,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Quiz,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411111,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TensorFlow Transform:Resources,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411112,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411113,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary: Quiz,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411114,20
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary: Resources,Hard,"Tensorflow,Transform,Phase",https://www.cloudskillsboost.google/course_sessions/5301387/documents/411115,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in the Enterprise,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_templates/9,840
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning in the Enterprise: Course introduction,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/video/410561,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Understanding the ML Enterprise Workflow,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/video/410562,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowIntroduction,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/video/410562,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowOverview of an ML enterprise workflow,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/video/410563,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowQuiz: Understanding the ML Enterprise Workflow,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410564,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowResources: Understanding the ML Enterprise Workflow,Medium,"ML,Enterprise,Workflow",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410565,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the Enterprise,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410566,128
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseIntroduction,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410566,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseFeature Store,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410567,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseData Catalog,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410568,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseDataplex,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410569,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseAnalytics Hub,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410570,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseData preprocessing options,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410571,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseDataprep,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410572,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseLab intro: Exploring and Creating an Ecommerce Analytics Pipeline with Dataprep,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/video/410573,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseExploring and Creating an Ecommerce Analytics Pipeline with Cloud Dataprep v1.5,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410574,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseQuiz: Data in the Enterprise,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410575,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Data in the EnterpriseResources: Data in the Enterprise,Medium,"Data,ML,Enterprise,Workflow,Data preparation,Analytics",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410576,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom Training,Medium,"ML,Custom training,Dependencies,Vertex AI,",,170
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingIntroduction,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410577,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingThe art and science of machine learning,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410578,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingMake training faster,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410579,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingWhen to use custom training,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410580,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining requirements and dependencies (part 1),Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410581,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining requirements and dependencies (part 2),Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410582,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining custom ML models using Vertex AI,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410583,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingLab intro: Vertex AI: Custom Training Job and Prediction Using Managed Datasets,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/video/410584,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingVertex AI: Custom Training Job and Prediction Using Managed Datasets,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410585,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingQuiz: Science of Machine Learning and Custom Training,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410586,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingResources: Science of Machine Learning and Custom Training,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410587,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingResources: The Science of Machine Learning,Medium,"ML,Custom training,Dependencies,Vertex AI,",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410588,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter Tuning,Hard,"Vertex,Hyperparameter tuning",,178
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningIntroduction,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/video/410589,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningVertex AI Vizier hyperparameter tuning,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/video/410590,16
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningLab intro: Vertex AI: Hyperparameter Tuning,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/video/410591,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningVertex AI: Hyperparameter Tuning,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410592,150
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningQuiz: Vertex Vizier Hyperparameter Tuning,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410593,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningResources: Vertex Vizier Hyperparameter Tuning,Hard,"Vertex,Hyperparameter tuning",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410594,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AI,Hard,"Vertex AI,Model monitoring",,176
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIIntroduction,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/video/410595,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIPredictions using Vertex AI,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/video/410596,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIModel management using Vertex AI,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/video/410597,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AILab intro: Monitoring Vertex AI Models,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/video/410598,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIMonitoring Vertex AI Models,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410599,150
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIQuiz: Prediction and Model Monitoring Using Vertex AI,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410600,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIResources: Prediction and Model Monitoring Using Vertex AI,Hard,"Vertex AI,Model monitoring",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410601,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI Pipelines,Hard,"Vertex AI,AI pipelines",,170
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesIntroduction,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/video/410602,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesPrediction using Vertex AI pipelines,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/video/410603,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesLab intro: Vertex AI Pipelines,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/video/410604,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesLab Introduction and Walkthrough: Vertex AI pipeline,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410605,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesIntroduction to Vertex Pipelines,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410606,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesRunning Pipelines on Vertex AI 2.5,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/labs/410607,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesQuiz: Vertex AI Pipelines,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410608,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI PipelinesResources: Vertex AI Pipelines,Hard,"Vertex AI,AI pipelines",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410609,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML Development,Medium,"ML Development,model deployment,Vertex AI",,14
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentIntroduction,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410610,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for model deployment and serving,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410611,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for model monitoring,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410612,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentVertex AI pipeline best practices,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410613,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for artifact organization,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410614,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Best Practices for ML DevelopmentResources: Best Practices for ML Development on Vertex AI,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410615,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary,Medium,"ML Development,model deployment,Vertex AI",,13
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course summary,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410616,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Series summary,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/documents/410621,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Series summary,Medium,"ML Development,model deployment,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5302759/video/410620,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Production Machine Learning Systems,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_templates/17,900
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google Cloud,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394179,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google CloudAdvanced Machine Learning on Google Cloud,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394179,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google CloudWelcome,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394180,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML Systems,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394181,135
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsArchitecting ML systems,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394182,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Architecting Production ML SystemsData extraction, analysis, and preparation",Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394182,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Architecting Production ML SystemsModel training, evaluation, and validation",Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394183,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Architecting Production ML SystemsTrained model, prediction service, and performance monitoring",Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394184,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsTraining design decisions,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394185,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsServing design decisions,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394186,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsDesigning from scratch,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394187,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsUsing Vertex AI,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394188,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsLab introduction: Structured data prediction,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/video/394189,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsStructured data prediction using Vertex AI Platform,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394190,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsQuiz: Architecting production ML systems,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394191,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Architecting Production ML SystemsReadings: Architecting production ML systems,Hard,"Machine learning, deployment,Architecture,ML systems,Model evaluation",https://www.cloudskillsboost.google/course_sessions/5304706/documents/394192,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML Systems,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",,400
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsIntroduction,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394193,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsAdapting to data,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394194,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsChanging distributions,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394195,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab: Adapting to data,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394196,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsRight and wrong decisions,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394197,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsSystem failure,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394198,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsConcept drift,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394199,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsActions to mitigate concept drift,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394200,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsTensorFlow data validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394201,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsComponents of TensorFlow data validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394202,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab Introduction: Introduction to TensorFlow Data Validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394203,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsIntroduction to TensorFlow Data Validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394204,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab Introduction: Advanced Visualizations with TensorFlow Data Validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394205,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsAdvanced Visualizations with TensorFlow Data Validation,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394206,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsMitigating training-serving skew through design,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394207,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsVertex AI: Training and Serving a Custom Model,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394208,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsDiagnosing a production model,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/video/394209,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsQuiz: Designing adaptable ML systems,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394210,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing Adaptable ML SystemsReadings: Designing adaptable ML systems,Hard,"ML system,Data distribution,System failure, Data validation,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304706/documents/394211,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML Systems,Hard,"ML System,Training,Prediction,Keras",,280
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsIntroduction,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394212,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsTraining,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394213,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsPredictions,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394214,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsWhy distributed training is needed,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394215,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsDistributed training architectures,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394216,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsTensorFlow distributed training strategies,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394217,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsMirrored strategy,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394218,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsMulti-worker mirrored strategy,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394219,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsTPU strategy,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394220,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsParameter server strategy,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394221,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsLab Introduction: Distributed Training with Keras,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394222,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML Systems Distributed Training with Keras,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394223,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsTraining on large datasets with tf.data API,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394224,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsLab Introduction: TPU-speed Data Pipelines,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394225,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML Systems TPU Speed Data Pipelines,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394226,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsInference,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/video/394227,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsQuiz: Designing high-performance ML systems,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394228,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Designing High-Performance ML SystemsReadings: Designing high-performance ML systems,Hard,"ML System,Training,Prediction,Keras",https://www.cloudskillsboost.google/course_sessions/5304706/documents/394229,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML Systems,Hard,"Kubeflow,ML System,Vertex AI,Architecture",,100
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsIntroduction,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394230,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsMachine Learning on Hybrid Cloud,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394231,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsKubeflow,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394232,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsLab Introduction: Kubeflow Pipelines with AI Platform,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394233,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsRunning Pipelines on Vertex AI 2.5,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/labs/394234,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsTensorFlow Lite,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394235,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsOptimizing TensorFlow for mobile,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394236,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsSummary,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394238,20
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsQuiz: Hybrid ML systems,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/video/394240,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Building Hybrid ML SystemsReadings: Hybrid ML systems,Hard,"Kubeflow,ML System,Vertex AI,Architecture",https://www.cloudskillsboost.google/course_sessions/5304706/documents/394243,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Computer Vision Fundamentals with Google Cloud,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_templates/18,960
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Computer Vision Fundamentals with Google Cloud: Course Introduction,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381936,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image Classification,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381937,138
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationWhat Is Computer Vision,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381937,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationDifferent Type of Computer Vision Problems,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381938,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationComputer Vision Use Cases,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381939,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationVision API - Pre-built ML Models,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381940,11
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Introduction to Computer Vision and Pre-built ML Models for Image ClassificationLab Introduction - Detecting Labels, Faces, and Landmarks in Images with the Cloud Vision API",Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381941,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Introduction to Computer Vision and Pre-built ML Models for Image ClassificationDetecting Labels, Faces, and Landmarks in Images with the Cloud Vision API",Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381942,40
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationLab Introduction - Lab: Extracting Text from the images using the Google Cloud Vision API,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/video/381943,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationExtracting Text from the Images using the Google Cloud Vision API,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381944,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationReadings,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/documents/381945,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationQuiz,Hard,"Machine learning, Computer vision,Google Cloud,Vision API",https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381946,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AI,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381947,128
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIWhat is Vertex AI and why does a unified platform matter?,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381947,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIIntroduction to AutoML Vision on Vertex AI,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381948,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Vertex AI and AutoML Vision on Vertex AIHow does Vertex AI help with the ML workflow, part 1 ?",Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381949,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Vertex AI and AutoML Vision on Vertex AIHow does Vertex AI help with the ML workflow, part 2 ?",Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381950,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIWhich vision product is right for you ?,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381951,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AILab Introduction - Identifying Damaged Car Parts with Vertex AI for AutoML Vision users,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/video/381952,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AI Identifying Damaged Car Parts with Vertex AI for AutoML Vision Users,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381953,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIReadings,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/documents/381954,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIQuiz,Hard,"AutoML,Vertex AI",https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381955,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381956,372
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsIntroduction",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381956,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsIntroduction to Linear Models",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381957,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsReading the Data",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381958,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsImplementing Linear Models for Image Classification",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381959,15
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images with a Linear Model",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381960,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models Classifying Images with a Linear Model",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381961,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsNeural Networks and Deep Neural Networks for Image Classification",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381962,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images with a NN and DNN Model",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381963,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models Classifying Images with a NN and DNN Model",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381964,135
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsDeep Neural Networks with Dropout and Batch Normalization",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381965,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images using Dropout and Batchnorm Layer",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/video/381966,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsClassifying Images using Dropout and Batchnorm Layer",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381967,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsReadings",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/documents/381968,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsQuiz",Hard,"Deep Neural Network,Image Classification,Normalization",https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381969,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural Networks,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381970,141
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksIntroduction,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381970,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksConvolutional Neural Networks,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381971,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksUnderstanding Convolutions,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381972,11
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksCNN Model Parameters,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381973,11
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksWorking with Pooling Layers,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381974,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksImplementing CNNs on Vertex AI with pre-built TF container using Vertex Workbench,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381975,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksLab Introduction - Classifying Images with pre-built TF Container on Vertex AI,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/video/381976,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural Networks Classifying Images with pre-built TF Container on Vertex AI,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381977,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksReadings,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/documents/381978,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Convolutional Neural NetworksQuiz,Hard,"CNN,Vertex AI,Tensorflow",https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381979,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image Data,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381980,222
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataIntroduction,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381980,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataPreprocessing the Image Data,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381981,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataModel Parameters and the Data Scarcity Problem,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381982,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataData Augmentation,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381983,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataLab Introduction - Classifying Images using Data Augmentation,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381984,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image Data Classifying Images using Data Augmentation,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381985,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataTransfer Learning,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381986,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataLab Introduction - Classifying Images with Transfer Learning,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381987,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image Data Classifying Images with Transfer Learning,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/labs/381988,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataReadings,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/documents/381989,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Dealing with Image DataQuiz,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381990,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary,Hard,"CV,Image data,Transfer learning,Data Augmentation",https://www.cloudskillsboost.google/course_sessions/5304490/video/381991,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Natural Language Processing on Google Cloud,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_templates/40,720
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course Introduction: Meet the Author,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363184,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course Introduction: Introduction,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363185,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course Introduction: Reading List,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363186,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google Cloud,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363187,164
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudIntroduction,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363187,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudWhat is NLP?,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363188,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudNLP history,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363189,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudNLP architecture,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363190,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudNLP APIs,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363191,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudNLP solutions,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363192,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudLab introduction: Exploring the Dialogflow API,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363193,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudExploring the Dialogflow API,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/labs/363194,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudSummary,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/video/363195,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudQuiz,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363196,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP on Google CloudReading list,Hard,"Machine Learning,NLP,Cloud,Dialogflow API",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363197,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AI,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363198,180
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AIIntroduction,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363198,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AINLP options,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363199,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AIVertex AI,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363200,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AINLP with AutoML,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363201,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AINLP with custom training,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363202,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AINLP end-to-end workflow,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363203,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AILab introduction: Text Classification with AutoML,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363204,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AIText Classification using AutoML,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/labs/363205,150
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AISummary,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/video/363206,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AIQuiz,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363207,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP with Vertex AIReading list,Hard,"Vertex AI,NLP,AutoML,Text classification",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363208,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatation,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363209,135
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationIntroduction,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363209,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationTokenization,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363210,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationOne-hot encoding and bag-of-words,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363211,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationWord embeddings,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363212,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationWord2vec,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363213,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationTransfer learning and reusable embeddings,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363214,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationLab introduction: Reusable Embeddings,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363215,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationText classification using reusable embeddings,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/labs/363216,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationSummary,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/video/363217,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationQuiz,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363218,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Text representatationReading list,Hard,"Text representation,Tokeization,Embeddings,Encoder,Word2Vec,TL",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363219,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP models,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363220,146
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsIntroduction,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363220,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsANN,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363221,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsTensorFlow,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363222,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsDNN,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363223,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsRNN,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363224,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsLSTM,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363225,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsGRU,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363226,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsLab introduction: Text Classification with Keras,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363227,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsKeras for Text Classification using Vertex AI,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/labs/363228,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsSummary,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/video/363229,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsQuiz,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363230,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,NLP modelsReading list,Hard,"NLP Models,Neural networks,Keras,Classifications",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363231,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP models,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363232,108
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsIntroduction,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363232,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsEncoder-decoder architecture,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363233,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsAttention mechanism,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363234,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsTransformer,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363235,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsBERT,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363236,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsLarge language models,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363237,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsLab introduction: Text Translation using Encoder-decoder Architecture,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363238,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsEncoder decoder,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/labs/363239,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsSummary,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363240,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsQuiz,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363241,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Advanced NLP modelsReading list,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/documents/363242,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course summary,Hard,"NLP,Encoder,LLM,Transformer",https://www.cloudskillsboost.google/course_sessions/5304109/video/363243,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems on Google Cloud,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_templates/39,780
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems on Google Cloud: Welcome to Recommendation Systems on Google Cloud,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325052,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems Overview,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325053,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewIntroduction,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325053,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewTypes of Recommendation Systems,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325054,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewContent-Based or Collaborative,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325055,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewRecommendation System Pitfalls,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325056,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewDiscussion,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/video/325057,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewReading: Recommendation Systems Overview,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/documents/325058,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Recommendation Systems OverviewRecommendation Systems Overview,Hard,"Recommendation system,Cloud,",https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325059,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation Systems,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325060,214
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsContent-Based Recommendation Systems,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325060,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsSimilarity Measures,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325061,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsBuilding a User Vector,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325062,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsMaking Recommendations Using a User Vector,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325063,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsMaking Recommendations for Many Users,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325064,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsLab intro: Create a Content-Based Recommendation System,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325065,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsImplementing a Content-Based Filtering using Low Level TensorFlow Operations,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/labs/325066,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsUsing Neural Networks for Content-Based Recommendation Systems,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325067,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsLab Intro: Create a Content-Based Recommendation System Using a Neural Network,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325068,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsUsing Neural Networks for Content-Based Filtering,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/labs/325069,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsSummary,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/video/325070,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsReadings: Content-Based Recommendation Systems,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/documents/325071,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Content-Based Recommendation SystemsContent-Based Recommendation Systems Quiz,Hard,"Recommendation system,Neural Network,content-based filtering,Users focused",https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325072,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations Systems,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325073,194
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsTypes of User Feedback Data,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325073,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsEmbedding Users and Items,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325074,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsFactorization Approaches,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325075,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsThe ALS Algorithm,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325076,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsPreparing Input Data for ALS,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325077,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCreating Sparse Tensors For Efficient WALS Input,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325078,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: From Input to Estimator,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325079,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WAL Estimator: Decoding TFRecords,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325080,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: Recovering Keys,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325081,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: Training and Prediction,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325082,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsLab Intro: Collaborative Filtering with Google Analytics Data,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325083,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCollaborative Filtering on Google Analytics data,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/labs/325084,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsIssues with Collaborative Filtering,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325085,21
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCold Starts,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/video/325086,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsReadings: Collaborative Filtering Recommendations Systems,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/documents/325087,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCollaborative Filtering Recommendations Systems,Hard,"Recommendation System,Embeddings,Factorization",https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325088,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation Systems,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325089,160
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsHybrid Recommendation Systems,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325089,14
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Recommendation System,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325090,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Collaborative Filtering Recommendation System,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325091,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Knowledge-based Recommendation System,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325092,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Building a Neural Network Hybrid Recommendation System,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325093,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsML on GCP: Hybrid Recommendations with the MovieLens Dataset,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/labs/325094,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContext-Aware Recommendation Systems,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325095,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContext-Aware Algorithms,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325096,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContextual Postfiltering,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325097,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsModeling Using Context-Aware Algorithms,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325098,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Overview,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325099,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Candidate Generation,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325100,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Ranking,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325101,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsSummary,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/video/325102,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsReadings: Neural Networks for Recommendation Systems,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/documents/325103,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsNeural Networks for Recommendations,Hard,"Neural Network,Recommendation systems",https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325104,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement Learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325105,205
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningIntroduction to module,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325105,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningIntroduction to Reinforcement Learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325106,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningThe reinforcement learning framework and workflow,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325107,16
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningModel-based and model-free reinforcement learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325108,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningValue-based reinforcement learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325109,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningPolicy-based reinforcement learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325110,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningContextual bandits,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325111,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningApplications of reinforcement learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325112,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningReinforcement Learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325113,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningReadings: Reinforcement Learning,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325114,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningLab Intro,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325115,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningApplying Contextual Bandits for Recommendations with Tensorflow and TF-Agents,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325116,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Reinforcement LearningLab Review,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325117,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course Summary,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325118,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Specialization Summary,Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325119,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps): Getting Started,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_templates/158,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course introduction,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392196,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning Operations,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392197,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsIntroduction to MLOps-Why and when to employ MLOps,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392197,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsMachine learning (ML) practitioners’ pain points,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392198,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsThe concept of devOps in ML,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392199,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsML lifecycle,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392200,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsAutomating the ML process,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/video/392201,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsQuiz,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/quizzes/392202,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Employing Machine Learning OperationsReading list,Medium,"Machine Learning,Operation,Cloud,ML Lifecycle",https://www.cloudskillsboost.google/course_sessions/5303702/documents/392203,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AI,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392204,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIWhat is vertex ai and why does a unified platform matter?,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392204,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIIntroduction to mlops on vertex ai,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392205,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Vertex AI and MLOps on Vertex AIHow does vertex ai help with the mlops workflow, part 1?",Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392206,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Vertex AI and MLOps on Vertex AIHow does vertex ai help with the mlops workflow, part 2?",Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392207,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIReading list,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/documents/392208,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIQuiz,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/quizzes/392209,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AILab introduction Vertex AI: Qwik Start,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392210,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AITraining and Deploying a TensorFlow Model in Vertex AI,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/labs/392211,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Summary ,Medium,"Vertex AI,MLOps,TensorFlow",https://www.cloudskillsboost.google/course_sessions/5303702/video/392212,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features,Medium,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_templates/584,125
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features: Course Introduction,Medium,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385519,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385520,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreRecap: How does Vertex AI help with the MLOps workflow?,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385520,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreIntroduction to Vertex AI Feature Store,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385521,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreIntroduction to Vertex AI Feature Store - Demo,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385522,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth Look,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385523,113
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookMain capabilities of Vertex AI Feature Store,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385523,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookData Model in Vertex AI Feature Store,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385524,11
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookIntroduction to Vertex AI Feature Store,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385525,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookLab Intro: Feature Store: Streaming Ingestion SDK,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/video/385525,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookFeature Store: Streaming Ingestion SDK,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/labs/385527,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth Look: Summary ,Hard,"MLOps,Vertex AI,Feature store",https://www.cloudskillsboost.google/course_sessions/5303582/labs/385527,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines on Google Cloud,Hard,"Machine learning,Cloud",https://www.cloudskillsboost.google/course_templates/191,900
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines on Google Cloud : Course Introduction,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103949,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines on Google Cloud : [Important] - Please Read,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/documents/103950,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103951,160
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TensorFlow Extended (TFX),Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103951,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX concepts,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103952,8
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX standard data components,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103953,10
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX standard model components,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103954,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX pipeline nodes,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103955,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX libraries,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103956,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: Lab Intro: TFX Walkthrough,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103957,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX Standard Components Walkthrough,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103957,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103959,190
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX Orchestrators,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103959,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX: Apache Beam,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103960,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX on Cloud AI Platform,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103961,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX: Lab Intro: TFX pipelines on Cloud AI Platform,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103962,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX on Cloud AI Platform Pipelines,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103963,160
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103964,133
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: TFX custom components - Python functions,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103964,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: TFX custom components - containers + subclassed,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103965,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: CI/CD for TFX pipeline workflows,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103966,12
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: Lab Intro: CI/CD lab walkthrough,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103967,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: CI/CD for a TFX pipeline,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103968,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Meta Data with TFX,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103969,150
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Pipeline Metadata,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103969,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Meta Data with TFX: TFX ML Metadata data model,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103970,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Pipeline Metadata lab intro,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103971,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Metadata,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103972,140
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103973,130
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Containerized Training Applications",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103973,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Containerizing PyTorch, Scikit, and XGBoost Applications",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103974,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: KubeFlow & AI Platform Pipelines",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103975,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Continuous Training",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103976,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Lab Intro : Continuous Training with multiple SDKs",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103977,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Continuous Training with TensorFlow, PyTorch, XGBoost, and Scikit Learn Models with Kubeflow and AI Platform Pipelines",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103978,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103979,140
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: What is Cloud Composer?,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103979,5
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Core Concepts of Apache Airflow,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103980,9
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines using Cloud Composer (data),Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103981,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines using Cloud Composer (model),Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103982,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Continuous Training with Cloud Composer: Apache Airflow, Containers, and TFX",Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103983,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Lab Intro: Continuous Training Pipelines with Cloud Composer,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103984,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines with Cloud Composer,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103985,120
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103986,35
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: Introduction,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103986,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: Overview of ML development challenges,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103987,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: How MLflow tackles these challenges,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103988,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow:MLflow tracking,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103989,6
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow projects,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103990,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow models,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103991,7
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow model registry,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103992,3
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: Demo: Deploying MLflow locally.,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103993,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,ML Pipelines with MLflow: Demo: MLflow using Databricks Community Edition,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103994,4
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Course Summary,Hard,"Machine learning,Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103995,1
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_templates/631,420
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Vertex AI: Qwik Start",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403552,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataprep: Qwik Start",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403553,60
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Templates",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403554,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Python",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403555,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Console",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403556,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Command Line",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403557,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Cloud Natural Language API: Qwik Start",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403558,40
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Google Cloud Speech API: Qwik Start",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403559,15
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Video Intelligence: Qwik Start",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403560,30
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Challenge Lab",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403561,80
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Tell us how we did!",Hard,"Machine Learning,Deployment,Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/documents/403562,2
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/quests/183,480
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Vertex AI: Qwik Start,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407993,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Identify Damaged Car Parts with Vertex AutoML Vision,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407994,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Deploy a BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407995,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Vertex Pipelines: Qwik Start,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407996,90
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Build and Deploy Machine Learning Solutions with Vertex AI: Challenge Lab,Hard,"Machine Learning,Deployment,Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",Link Not Available,120