processflow.md

wine_me_up

1. create the env file and store the environment variables
2. create the core/config.py which will store all the settings of the applications
3. create the core/security.py to create and validate the token, used for authentication
4. create core/dependencies.py to inject logic for API key and JWT token validation
5. create core/exceptions.py for custom exception handler
6. create api/routes_auth.py to define the login route for user auth using JWT
7. work on the data and experiment using jupyter notebooks
8. create training/utils.py for writing convinience functions
9. create training/perform_eda.py to store eda results
10. create training/perform_model_analysis.py to store model comparison results
11. create training/train_model.py for creating models that will be used to predict
12. create the app/cache/redis_cache.py for creating the cache check and store
13. create app/services/model_service.py to predict value using model
14. create app/api/routes_predict.py to connect with router
15. create middleware/logging_middleware.py for creating the logging
16. create main.py
17. create frontend.py
18. test run locally then deploy on your server
19. create dockerfile for api and frontend
20. create docker-compose.yml
21. create requirements.txt