|
|
--- |
|
|
title: BIST DP-LSTM Trading Dashboard |
|
|
emoji: 🚀 |
|
|
colorFrom: blue |
|
|
colorTo: red |
|
|
sdk: gradio |
|
|
sdk_version: 5.44.0 |
|
|
app_file: app.py |
|
|
pinned: false |
|
|
license: mit |
|
|
--- |
|
|
|
|
|
# 🚀 BIST DP-LSTM Trading Dashboard |
|
|
|
|
|
Advanced stock trading signals dashboard for BIST (Borsa Istanbul) using Differential Privacy LSTM models and Turkish financial sentiment analysis. |
|
|
|
|
|
## 🎯 Features |
|
|
|
|
|
- **📊 Interactive Price Charts** with trading signals visualization |
|
|
- **🤖 DP-LSTM Ensemble Models** for price prediction |
|
|
- **💭 Turkish Financial Sentiment Analysis** from news sources |
|
|
- **📈 Performance Metrics** and trading statistics |
|
|
- **🔒 Differential Privacy** for data protection |
|
|
- **⚡ Real-time Analysis** (demo mode with mock data) |
|
|
|
|
|
## 🛠️ Technology Stack |
|
|
|
|
|
- **Models:** Differential Privacy LSTM + Temporal Fusion Transformer + Simple Transformer |
|
|
- **NLP:** Turkish VADER sentiment + FinBERT |
|
|
- **Features:** 131+ technical indicators across multiple timeframes |
|
|
- **Privacy:** Adaptive differential privacy with Opacus |
|
|
- **Frontend:** Gradio interactive dashboard |
|
|
- **Deployment:** Hugging Face Spaces |
|
|
|
|
|
## 📊 Performance Targets |
|
|
|
|
|
- **Direction Accuracy:** ≥68% (MVP) → ≥75% (Production) |
|
|
- **Sharpe Ratio:** >2.0 |
|
|
- **Max Drawdown:** <15% |
|
|
- **Signal Confidence:** >65% average |
|
|
|
|
|
## ⚠️ Disclaimer |
|
|
|
|
|
This system is for **research and educational purposes only**. |
|
|
|
|
|
- Past performance does not guarantee future results |
|
|
- Not financial advice - consult with financial advisors |
|
|
- Demo mode shows simulated data for demonstration |
|
|
- Always do your own research before investing |
|
|
|
|
|
## 🔗 Links |
|
|
|
|
|
- **GitHub Repository:** [RSMCTN/BIST_AI001](https://github.com/RSMCTN/BIST_AI001) |
|
|
- **Production API:** [Railway Deployment](https://bist-dp-lstm-trading.up.railway.app) |
|
|
- **Documentation:** [Complete System Docs](https://github.com/RSMCTN/BIST_AI001/blob/main/README.md) |
|
|
|
|
|
## 🎮 How to Use |
|
|
|
|
|
1. Select a BIST 30 stock from the dropdown |
|
|
2. Choose analysis period (7-90 days) |
|
|
3. Click "Analyze Stock" button |
|
|
4. Explore interactive charts and metrics |
|
|
5. Review latest trading signals and performance |
|
|
|
|
|
## 🚀 About the System |
|
|
|
|
|
This dashboard showcases an advanced algorithmic trading system designed for the Turkish stock market (BIST). The system integrates: |
|
|
|
|
|
- **Multi-source data collection** (MatriksIQ API, financial news) |
|
|
- **Advanced ML models** with privacy protection |
|
|
- **Risk management** and portfolio optimization |
|
|
- **Real-time execution** capabilities |
|
|
- **Comprehensive monitoring** and analytics |
|
|
|
|
|
Built with modern MLOps practices and deployed across multiple platforms for maximum accessibility and reliability. |
|
|
|
|
|
--- |
|
|
|
|
|
**Made with ❤️ for the Turkish financial research community** |
|
|
|
