AI-Powered Trading Bot

A sophisticated trading bot that combines technical analysis, machine learning, sentiment analysis, and risk management to make informed trading decisions.

Features

• Technical Analysis

  • Multiple timeframe analysis
  • Advanced indicators (SMA, EMA, RSI, MACD, Bollinger Bands)
  • Pattern recognition
  • Support and resistance levels

• Machine Learning

  • LSTM-based price prediction
  • Reinforcement learning for strategy optimization
  • Feature engineering and selection
  • Model persistence and retraining

• Sentiment Analysis

  • News sentiment analysis
  • Social media sentiment (Twitter)
  • Market sentiment indicators
  • Weighted sentiment scoring

• Risk Management

  • Position sizing based on risk percentage
  • Stop-loss and take-profit management
  • Maximum drawdown protection
  • Performance monitoring
  • Risk metrics calculation

• Web Dashboard

  • Real-time performance monitoring
  • Trade history visualization
  • Risk metrics display
  • Configuration management

Requirements

• Python 3.8+
• CUDA-capable GPU (recommended for machine learning)
• API keys for:
  • Cryptocurrency exchange (e.g., Binance)
  • News API
  • Twitter API

Installation

1. Clone the repository:

git clone https://github.com/yourusername/trading-bot.git
cd trading-bot

2. Create a virtual environment:

python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

3. Install dependencies:

pip install -r requirements.txt

4. Configure the bot:
   • Copy config/config.json.example to config/config.json
   • Update the configuration with your API keys and preferences

Usage

1. Start the trading bot:

python -m src.main

2. Access the web dashboard:

   • Open your browser and navigate to http://localhost:5000
   • Monitor performance and manage settings

3. Monitor logs:

   • Check trading_bot.log for detailed information
   • Monitor system performance and error messages

Configuration

The bot can be configured through config/config.json. Key settings include:

• Trading pairs and timeframes
• Risk management parameters
• Technical analysis settings
• Machine learning model parameters
• Sentiment analysis weights
• API credentials

Risk Warning

Trading cryptocurrencies involves significant risk of loss. This bot is for educational purposes only. Always:

• Start with small amounts
• Use testnet for initial testing
• Monitor performance closely
• Implement proper risk management
• Never trade with money you cannot afford to lose

Contributing

1. Fork the repository
2. Create a feature branch
3. Commit your changes
4. Push to the branch
5. Create a Pull Request

License

This project is licensed under the MIT License - see the LICENSE file for details.

Acknowledgments

• Thanks to the open-source community for various libraries used in this project
• Special thanks to contributors and maintainers of key dependencies
• Inspired by various trading strategies and research papers

Support

For support, please:

1. Check the documentation
2. Search existing issues
3. Create a new issue if needed

Disclaimer

This trading bot is provided as-is, without any warranties. Use at your own risk. The developers are not responsible for any financial losses incurred through the use of this software.