Requirements Audit
- 1. Build and Deploy ML Models with FastAPI
src/api/main.pyexists and works.- Models upgraded to Ensembles.
- 2. Implement CI/CD Pipeline
.github/workflows/ci.yml(Tests).github/workflows/deploy_to_hf.yml(Deployment)
- 3. Orchestrate ML Workflows Using Prefect
src/orchestration/flow.pyexists.
- 4. Implement Automated Testing
tests/folder + Deepchecks integration.
- 5. Containerize the Entire System
docker/Dockerfileupdated for Streamlit + Models.- Hugging Face "Docker Blank" setup.
- 6. ML Experimentation & Observations
docs/project_report.mdcovers this.- New
streamlit_app.pyhas "Market Analysis" (Clustering/PCA).
Status: COMPLETE 100%