# 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%**