DeepAlpha¶
AI-Powered Autonomous Trading on Hyperliquid, Binance, and Bybit
What is DeepAlpha?¶
DeepAlpha is an open-source AI trading bot that uses machine learning to trade perpetual futures on multiple exchanges. It supports Hyperliquid, Binance Futures, and Bybit out of the box. It trains a LightGBM + XGBoost + PPO ensemble on 50 engineered features, and executes trades autonomously with maker-only orders and built-in risk management.
This is not a toy. DeepAlpha is a production system designed to run 24/7, learn from its own mistakes, and adapt through continuous retraining.
Supported Exchanges¶
| Exchange | Markets | Leverage | Status |
|---|---|---|---|
| Hyperliquid | 229 perps | up to 40x | Full support |
| Binance Futures | 300+ USDT-M | up to 125x | Supported via ccxt |
| Bybit | 200+ USDT perps | up to 100x | Supported via ccxt |
Key Features¶
- LightGBM + XGBoost + PPO Ensemble -- 3 ML models working together. 50 engineered features including skewness, kurtosis, trend slope, and area ratio.
- 229+ Markets -- Trades all available perpetual markets on your chosen exchange.
- Multi-Exchange -- Switch between Hyperliquid, Binance, and Bybit with one config change.
- Self-Learning -- Learns from its own trades. Losses are weighted 5x in retraining so the model avoids past mistakes.
- Maker-Only Orders -- Limit orders with 30s wait and re-pricing. Near-zero fees.
- 50 Advanced Features -- RSI, ATR, EMA, skewness, kurtosis, linear trend slope, area ratio, range position, volume-price trend, and more.
- Risk Management -- ATR trailing stops, BTC regime filter, position sizing, daily loss limits, circuit breaker.
- Telegram Notifications -- Real-time alerts for trade entries, exits, and errors.
- Walk-Forward Validation -- Chronological data split prevents overfitting. No look-ahead bias.
Quick Links¶
| Page | Description |
|---|---|
| Getting Started | Install, train, and run DeepAlpha in under 10 minutes |
| Configuration | All configuration parameters with examples |
| Architecture | System design, data flow, and component overview |
| Features | The 15 technical features used by the AI model |
| Strategies | How the AI generates and executes trading signals |
| FAQ | Common questions and troubleshooting |
Pro Version¶
The free version covers the core trading loop. DeepAlpha Pro adds:
- XGBoost + LightGBM ensemble (72.9% accuracy)
- 40 features including OBI, CVD, Fear & Greed Index, and RSI divergence
- ATR-based dynamic trailing stops
- BTC regime filter
- PPO reinforcement learning module
- Grafana monitoring dashboard
- 229 markets via dynamic coin selection (Forager)
Disclaimer¶
Trading involves significant risk of loss. This software is provided as-is, with no guarantees of profitability. Past performance does not indicate future results. Only trade with money you can afford to lose.
License¶
MIT License -- see LICENSE.