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2h 3m 15s logged

Devlog #1 — Pulse 🫀


What is Pulse?

Pulse is an AI-powered daily health & habit coach. You do a quick check-in every day — sleep, mood, energy, stress, exercise — and over time Pulse learns your patterns, predicts how you’ll feel, and gives you a personal AI coach that actually knows your history. Think of it as a health journal that talks back.


What I got done

  • ✅ Scaffolded the full project structure
  • ✅ Sourced and explored Kaggle datasets for training
  • ✅ Trained and exported the mood predictor model using RandomForestRegressor 🎉

Bumps along the way

Ran into a few pandas and scikit-learn issues that ate some time, nothing catastrophic, just the usual “why isn’t this working” moments that every ML project comes with. Got through them.


What’s next

  • Train the energy predictor model
  • Build out the FastAPI ML service with prediction endpoints
  • Start on the NestJS backend — auth + check-in CRUD

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