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# lstm-alpha-strategy # LSTM Alpha Strategy
Machine learning-based quantitative trading strategy using TensorFlow, Alpaca, and systematic backtesting. Machine learning-based quantitative trading strategy for predicting next-day stock direction.
## Features
- Historical market data ingestion (Alpaca)
- Feature engineering
- LSTM neural network
- Backtesting engine
- Risk management
- Paper trading
- Performance metrics
## Tech Stack
- Python
- pandas
- NumPy
- TensorFlow
- Matplotlib
- Alpaca API
## Roadmap
- [x] Data acquisition
- [x] Feature engineering
- [ ] LSTM model
- [ ] Backtesting
- [ ] Paper trading
- [ ] Portfolio optimization