nadnad250/polymarket-bot
github.com/nadnad250/polymarket-bot
ML ensemble bot (LGBM+XGB+LSTM) for BTC Up/Down 5min on Polymarket — auto-trained via GitHub Actions, live dashboard on Pages
Ensemble ML model (LGBM, XGBoost, LSTM) for short-term BTC price direction prediction
A sophisticated machine learning ensemble bot combining LightGBM, XGBoost, and LSTM models to predict 5-minute Bitcoin price direction on Polymarket. This is a notable approach—hybrid ensembles are rare in open-source trading bots. The bot auto-trains via GitHub Actions and provides a live dashboard on GitHub Pages, making it accessible for monitoring. The repository size (576963KB) hints at extensive model files or data. Created in April 2026 and actively maintained, it shows strong potential for research. No malware indicators. Ideal for ML engineers and crypto quant traders looking to explore ensemble methods in prediction markets. The clear documentation and automation pipeline justify a 'worth_cloning' verdict for study and possibly paper trading.