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Pytorch Lightning Classifier with Hydra DVC and Linting and Pytest Deployed on AWS EC2:
- Data loading script with pytorch lightning datamodule
- Pytorch Lightning Classifier
- Hydra configuration for datamodule , trainer and callbacks
- DVC for versioning data and model using s3 bucket
- Linting with flake8 and black
- Pytest for testing
- Hyperparameter optimization with optuna executed using base package
- Dockerized application and tested via docker-compose
- Deployed on AWS EC2 instance using github actions
- Github actions for CI/CD and docker image push to elastic container registry (ECR)