Biopin

All learner projects

Computational biology projects built with AI

HerForecast

A daily readiness forecast across the menstrual cycle

What it does

Energy, mood and focus shift across the menstrual cycle, and wearables don't capture that. HerForecast turns body signals into a daily 'inner weather' reading. Models trained on PhysioNet data predict the cycle phase and mood state, and a web app presents it as a gentle daily forecast with weekly trends.

How it works

  1. Selects and cleans the relevant PhysioNet tables, guided by the literature
  2. Trains and validates XGBoost and LightGBM models
  3. Serves predictions through a Python API to a web app

Built with PhysioNet · XGBoost · LightGBM · FastAPI · Vite web app

A learner prototype built on public data, shared with the team's permission as part of their portfolio. It is not a clinical tool.

Build your own in the PGP

Six months, live classes at the weekend, and a capstone project you can show employers.

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