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It uses machine learning models to analyze Bitcoin market trends and supports multiple exchange data sources.\n\n![Analysis Screenshot](https://raw.githubusercontent.com/sabhi728/Crypto-prediction-AI/refs/heads/main/screenshot/bitcoin.png)\n\n## ✨ Key Features\n\n- 📊 Multi-exchange data collection (Binance, Huobi, OKX)\n- 🤖 Machine learning model for market trend prediction\n- 📈 Interactive price charts\n- 🔄 Automatic data sync and validation\n- 📱 Responsive web interface\n- 🛡️ Anomaly detection and data validation\n\n## 🚀 Quick Start\n\n### Install Dependencie\n\n```bash\nnpm install\n```\n\n### Configuration\n\nCopy and modify the configuration template:\n\n```bash\ncp src/config.example.js src/config.js\n```\n\n### Run\n\n```bash\n# Full data fetch\nnpm run fetch:full\n\n# Incremental update\nnpm run fetch:increment\n\n# Start web server\nnpm run start:web\n\n# Start scheduler\nnpm run start:scheduler\n\n# Train model\nnpm run train\n```\n\n## 📊 Data Visualization\n\nVisit `http://localhost:3000` to view interactive charts:\n\n- Candlestick charts\n- Volume analysis\n- Trend prediction\n- Multi-exchange comparison\n\n## 🛠️ Tech Stack\n\n- Node.js\n- TensorFlow.js\n- Express\n- Plotly.js\n- Winston\n- Node-cron\n\n## 📁 Project Structure\n\n```bash\n├── src/\n│   ├── exchanges/    # Exchange interfaces\n│   ├── ml/          # Machine learning models\n│   ├── utils/       # Utility functions\n│   ├── config.js    # Configuration file\n│   ├── server.js    # Web service\n│   └── train.js     # Model training\n├── data/            # Data storage\n├── models/          # Model storage\n├── public/          # Static files\n└── reports/         # Analysis reports\n```\n\n## 📈 Features\n\n### Data Collection\n- [x] Multi-exchange support\n- [x] Auto-retry and failover\n- [x] Incremental updates\n- [x] Data validation\n\n### Data Analysis\n- [x] Price trend analysis\n- [x] Volume analysis\n- [x] Anomaly detection\n- [x] Exchange comparison\n\n### Machine Learning\n- [x] Market cycle classification\n- [x] Trend prediction\n- [x] Model training visualization\n- [x] Prediction validation\n\n### Web Interface\n- [x] Real-time price charts\n- [x] Technical indicators\n- [x] Prediction results display\n- [x] Responsive design\n\n## 📊 API Documentation\n\n### Get Kline Data\nGET /api/klines?exchange=binance\u0026timeframe=1D\n\n### Get Predictions\n\nFor complete API documentation, see [API.md](docs/API.md)\n\n## ⚙️ Configuration Options\n\n| Parameter | Description | Default |\n|-----------|-------------|---------|\n| API_ENDPOINTS | Exchange API endpoints | [...] |\n| INTERVAL | Data time interval | 1d |\n| MAX_RETRIES | Maximum retry attempts | 5 |\n\nFor more configuration options, see [config.js](src/config.js)\n\n## 🙏 Acknowledgments\n\n- TensorFlow.js team\n- API support from various exchanges \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsabhi728%2Fcrypto-prediction-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsabhi728%2Fcrypto-prediction-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsabhi728%2Fcrypto-prediction-ai/lists"}