Just peer-reviewed an ML Zoomcamp capstone using Deep RL for portfolio optimization 🤯

PPO agent, custom Gymnasium env, 6 strategies compared, live Streamlit dashboard

Best part? Student honestly showed Equal Weight beat their RL agent's Sharpe ratio. That's real science.

16/16 🏆

Reviewed an ML Zoomcamp capstone that had:
✓ SMOTE for 2.21% fraud imbalance
✓ Multi-stage Docker build
✓ Live Render deployment
✓ Custom web UI with risk gauge

16/16. This is how you stand out.

#mlzoomcamp #machinelearning

TIL reviewing someone else's ML project teaches you more than you'd expect 🧠

Just wrapped up a Capstone 1 peer review for ML Zoomcamp — solid depression prediction project with Flask API + Docker deployment.

Peer review > passive learning

#mlzoomcamp