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