| # 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%** | |