Shypd.aiThe largest open index of AI toolsbitpredict is an open-source machine learning tool that predicts high-frequency Bitcoin prices. It uses market microstructure data from Bitfinex and a Gradient Boosting model to forecast future midpoint prices.
Trending
About
bitpredict is an open-source machine learning project designed for high-frequency Bitcoin price prediction. It leverages detailed market microstructure data, specifically one-second snapshots of open buy and sell orders from the Bitfinex exchange, alongside executed transaction records. Data collection for this project commenced on August 20, 2015. The tool employs a variety of engineered features, such as Width, Power Imbalance, Power Adjusted Price, Trade Count, Trade Average, Aggressor, and Trend, to train a Gradient Boosting model. This model predicts the midpoint price 30 seconds into the future, offering insights into short-term market movements. A theoretical trading strategy is also simulated to visualize model performance on historical and live data.
Capabilities
Pricing & Plans
Open Source
Free
FAQs
Trending
