Update README.md

README.md

@@ -7,22 +7,6 @@ sdk: static
 pinned: false
 ---
 Welcome - This organization holds examples and links for this session.
-<h1><center>🥫Datasets📊</center></h1>
-<div align="center">Curated Datasets: <a href = "https://www.kaggle.com/datasets">Kaggle</a>. <a href="https://www.nlm.nih.gov/research/umls/index.html">NLM UMLS</a>.  <a href="https://loinc.org/downloads/">LOINC</a>. <a href="https://www.cms.gov/medicare/icd-10/2022-icd-10-cm">ICD10 Diagnosis</a>. <a href="https://icd.who.int/dev11/downloads">ICD11</a>.  <a href="https://paperswithcode.com/datasets?q=medical&v=lst&o=newest">Papers,Code,Datasets for SOTA in Medicine</a>.   <a href="https://paperswithcode.com/datasets?q=mental&v=lst&o=newest">Mental</a>.  <a href="https://paperswithcode.com/datasets?q=behavior&v=lst&o=newest">Behavior</a>. <a href="https://www.cms.gov/medicare-coverage-database/downloads/downloads.aspx">CMS Downloads</a>.  <a href="https://www.cms.gov/medicare/fraud-and-abuse/physicianselfreferral/list_of_codes">CMS CPT and HCPCS Procedures and Services</a>
-</div>
-
-# Azure Development Architectures in 2023:
-1. ChatGPT:  https://azure.github.io/awesome-azd/?tags=chatgpt
-2. Azure OpenAI Services: https://azure.github.io/awesome-azd/?tags=openai
-3. Python: https://azure.github.io/awesome-azd/?tags=python
-
-# Dockerfile and Azure ACR->ACA Easy Robust Deploys from VSCode:
-1. Set up VSCode with Azure and Remote extensions and install Azure CLI locally
-2. Get access to azure subscriptions.  Form there in VSCode, expand to Container Apps
-3. In Container Apps create new and pick Dockerfile to deploy to a ACR then ACA spin up using Azure to build.
-
-# Dockerfile for Streamlit and Dockerfile for FastAPI:
-Show two examples.
 
 # 👋 Two easy ways to turbo boost your AI learning journey! 💻
 
@@ -35,15 +19,6 @@ Show two examples.
 3. 🚀 Use these two superpower processes to reduce the time it takes you to make a new AI program! ⏱️
 Keys:  https://platform.openai.com/account/api-keys
 
-Example Starter Prompt:
-Write a streamlit program that demonstrates Data synthesis.
-Synthesize data from multiple sources to create new datasets.
-Use two datasets and demonstrate pandas dataframe query merge and join
-with two datasets in python list dictionaries:
-List of Hospitals that are over 1000 bed count by city and state, and
-State population size and square miles.
-Perform a calculated function on the merged dataset.
-
 
 # 🎥 YouTube University Method:
 1. 🏋️‍♀️ Plan two hours each weekday to exercise your body and brain.
@@ -77,6 +52,34 @@ Perform a calculated function on the merged dataset.
 8. [2023 State of the Art for Vision Image Classification, Text Classification and Regression, Extractive Question Answering and Tabular Classification](https://www.youtube.com/playlist?list=PLHgX2IExbFotPcPu6pauNHOoZTTbnAQ2F)
 9. [2023 AutoML DataRobot and AI Platforms for Building Models, Features, Test, and Transparency](https://www.youtube.com/playlist?list=PLHgX2IExbFovsY2oGbDwdEhPrakkC8i3g)
 
+<h1><center>🥫Datasets📊</center></h1>
+<div align="center">Curated Datasets: <a href = "https://www.kaggle.com/datasets">Kaggle</a>. <a href="https://www.nlm.nih.gov/research/umls/index.html">NLM UMLS</a>.  <a href="https://loinc.org/downloads/">LOINC</a>. <a href="https://www.cms.gov/medicare/icd-10/2022-icd-10-cm">ICD10 Diagnosis</a>. <a href="https://icd.who.int/dev11/downloads">ICD11</a>.  <a href="https://paperswithcode.com/datasets?q=medical&v=lst&o=newest">Papers,Code,Datasets for SOTA in Medicine</a>.   <a href="https://paperswithcode.com/datasets?q=mental&v=lst&o=newest">Mental</a>.  <a href="https://paperswithcode.com/datasets?q=behavior&v=lst&o=newest">Behavior</a>. <a href="https://www.cms.gov/medicare-coverage-database/downloads/downloads.aspx">CMS Downloads</a>.  <a href="https://www.cms.gov/medicare/fraud-and-abuse/physicianselfreferral/list_of_codes">CMS CPT and HCPCS Procedures and Services</a>
+</div>
+
+# Azure Development Architectures in 2023:
+1. ChatGPT:  https://azure.github.io/awesome-azd/?tags=chatgpt
+2. Azure OpenAI Services: https://azure.github.io/awesome-azd/?tags=openai
+3. Python: https://azure.github.io/awesome-azd/?tags=python
+
+# Dockerfile and Azure ACR->ACA Easy Robust Deploys from VSCode:
+1. Set up VSCode with Azure and Remote extensions and install Azure CLI locally
+2. Get access to azure subscriptions.  Form there in VSCode, expand to Container Apps
+3. In Container Apps create new and pick Dockerfile to deploy to a ACR then ACA spin up using Azure to build.
+
+# Dockerfile for Streamlit and Dockerfile for FastAPI:
+Show two examples.
+
+# Example Starter Prompts for AIPP:
+Write a streamlit program that demonstrates Data synthesis.
+Synthesize data from multiple sources to create new datasets.
+Use two datasets and demonstrate pandas dataframe query merge and join
+with two datasets in python list dictionaries:
+List of Hospitals that are over 1000 bed count by city and state, and
+State population size and square miles.
+Perform a calculated function on the merged dataset.
+
+
+
 ### Comparison of Large Language Models
 | Model Name        | Model Size (in Parameters) |
 | ----------------- | -------------------------- |