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ML Ensemble BTC 15-Min Markets

Statisticalscore 8found Sep 4, 2026github.com/masterputra169/polymarket-btc-15-minutes

A sophisticated TypeScript bot that uses an ML ensemble (XGBoost + LightGBM) to trade BTC 15-minute binary prediction markets.


This bot applies a machine learning ensemble approach to forecast short-term BTC price movements. It incorporates concept drift detection and an auto-retrain pipeline to adapt to changing market conditions. It includes a live React dashboard for monitoring and sends Telegram alerts. The use of Kelly criterion for position sizing indicates a risk-managed approach. With a large repository size (67MB) and a mixed tech stack (TypeScript), it appears to be a substantial and actively developed project. The strategy likely identifies mispriced binary options based on ML probability estimates.