requirements.txt

# ── Shared ────────────────────────────────────────────────────────────────────
numpy>=1.24.0
pandas>=2.0.0
pyarrow>=14.0.0
pyyaml>=6.0
requests>=2.31
scipy>=1.10.0
joblib>=1.3.0

# ── Module 3: DVC + Great Expectations ────────────────────────────────────────
dvc>=3.0
great-expectations>=1.0

# ── Module 5: Feast Feature Store ─────────────────────────────────────────────
feast>=0.40.0

# ── Module 7: MLflow Experiment Tracking ──────────────────────────────────────
accelerate>=1.1.0
datasets>=2.14
mlflow>=2.10
transformers>=4.36

# ── Module 9: Prefect Workflow Orchestration ───────────────────────────────────
prefect>=3.6.28

# ── Module 13 / 15: Model Training + Deepchecks ───────────────────────────────
# NOTE: deepchecks requires scikit-learn<1.4.0 — install in a separate env
#       if running alongside module-27 (fairlearn requires scikit-learn==1.8.0)
scikit-learn>=1.3.0,<1.4.0
torch>=2.0.0
torchvision>=0.26.0
deepchecks>=0.18.0
deepchecks[vision]>=0.18.0
anywidget==0.11.0
pillow>=10.0.0
pytorch-ignite>=0.4.0
spacy>=3.7.0

# ── Module 17 / 19: FastAPI + CI/CD ───────────────────────────────────────────
fastapi>=0.110.0
uvicorn>=0.27.0
python-multipart>=0.0.9
prometheus-client>=0.19.0
prometheus-fastapi-instrumentator>=6.1.0

# ── Module 21: Monitoring (Prometheus + Grafana) ──────────────────────────────
# (uses fastapi + prometheus-client above)

# ── Module 23: Evidently AI Drift Detection ───────────────────────────────────
evidently>=0.4.0
sentence-transformers>=2.2.0

# ── Module 25: SHAP Explainability ────────────────────────────────────────────
shap>=0.44.0

# ── Module 27: Fairlearn ──────────────────────────────────────────────────────
# NOTE: requires scikit-learn==1.8.0 — conflicts with module-15 (needs <1.4.0)
#       run in a separate virtual environment
fairlearn>=0.10.0
skorch==1.4.0