- What's MLOps and why need CD/CI ops in AI projects ?
- Presenting MLflow for ML models lifecycle management
- Proof-of-concept of the robustness of MLflow+FastAPI+Steamlit deployement stack
- End-to-end implementation and Demo tutorial
- Application on managing a simple torch Linear model for digit recognition
- cd to Code folder
- In a DB Browser open sqlite database 'test.db'
- Execute the following commands in seperate CLIs
- "streamlit run frontend/streamlit_dashboard.py"
- "uvicorn backend.main:app"
- "mlflow ui --backend-store-uri sqlite:///test.db"