https://github.com/sabhi728/crypto-prediction-ai
Crypto-prediction-AI is a Bitcoin price data collection, analysis and prediction tool. It uses machine learning models to analyze Bitcoin market trends and supports multiple exchange data sources.
https://github.com/sabhi728/crypto-prediction-ai
ai data-science dataanalysis deep-learning machine-learning nodejs tensorflow
Last synced: 2 months ago
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Crypto-prediction-AI is a Bitcoin price data collection, analysis and prediction tool. It uses machine learning models to analyze Bitcoin market trends and supports multiple exchange data sources.
- Host: GitHub
- URL: https://github.com/sabhi728/crypto-prediction-ai
- Owner: sabhi728
- Created: 2025-03-26T13:06:19.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-03-26T13:17:56.000Z (over 1 year ago)
- Last Synced: 2025-03-26T14:31:07.643Z (over 1 year ago)
- Topics: ai, data-science, dataanalysis, deep-learning, machine-learning, nodejs, tensorflow
- Language: HTML
- Homepage:
- Size: 1.51 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Crypto Prediction AI
Crypto-prediction-AI is a Bitcoin price data collection, analysis and prediction tool. It uses machine learning models to analyze Bitcoin market trends and supports multiple exchange data sources.
## ✨ Key Features
- 📊 Multi-exchange data collection (Binance, Huobi, OKX)
- 🤖 Machine learning model for market trend prediction
- 📈 Interactive price charts
- 🔄 Automatic data sync and validation
- 📱 Responsive web interface
- 🛡️ Anomaly detection and data validation
## 🚀 Quick Start
### Install Dependencie
```bash
npm install
```
### Configuration
Copy and modify the configuration template:
```bash
cp src/config.example.js src/config.js
```
### Run
```bash
# Full data fetch
npm run fetch:full
# Incremental update
npm run fetch:increment
# Start web server
npm run start:web
# Start scheduler
npm run start:scheduler
# Train model
npm run train
```
## 📊 Data Visualization
Visit `http://localhost:3000` to view interactive charts:
- Candlestick charts
- Volume analysis
- Trend prediction
- Multi-exchange comparison
## 🛠️ Tech Stack
- Node.js
- TensorFlow.js
- Express
- Plotly.js
- Winston
- Node-cron
## 📁 Project Structure
```bash
├── src/
│ ├── exchanges/ # Exchange interfaces
│ ├── ml/ # Machine learning models
│ ├── utils/ # Utility functions
│ ├── config.js # Configuration file
│ ├── server.js # Web service
│ └── train.js # Model training
├── data/ # Data storage
├── models/ # Model storage
├── public/ # Static files
└── reports/ # Analysis reports
```
## 📈 Features
### Data Collection
- [x] Multi-exchange support
- [x] Auto-retry and failover
- [x] Incremental updates
- [x] Data validation
### Data Analysis
- [x] Price trend analysis
- [x] Volume analysis
- [x] Anomaly detection
- [x] Exchange comparison
### Machine Learning
- [x] Market cycle classification
- [x] Trend prediction
- [x] Model training visualization
- [x] Prediction validation
### Web Interface
- [x] Real-time price charts
- [x] Technical indicators
- [x] Prediction results display
- [x] Responsive design
## 📊 API Documentation
### Get Kline Data
GET /api/klines?exchange=binance&timeframe=1D
### Get Predictions
For complete API documentation, see [API.md](docs/API.md)
## ⚙️ Configuration Options
| Parameter | Description | Default |
|-----------|-------------|---------|
| API_ENDPOINTS | Exchange API endpoints | [...] |
| INTERVAL | Data time interval | 1d |
| MAX_RETRIES | Maximum retry attempts | 5 |
For more configuration options, see [config.js](src/config.js)
## 🙏 Acknowledgments
- TensorFlow.js team
- API support from various exchanges