Work

07 / Markets / 2025

Stock Path

LSTM next-day OHLC prediction API. One year of history, sixty-day windows, confidence from RMSE.

  • Python
  • LSTM
  • FastAPI

Stock Path is a FastAPI service that trains a two-layer LSTM on a year of Yahoo Finance history and returns the next session's open, high, low, close, and volume.

Windows are sixty days. Confidence is not a vibe — it is scored from RMSE. CORS is on so a desk UI can sit in front of it. The model is a tool, not a prophet. I built it to have a clean prediction contract I can wire into other market systems.