---
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.

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**Made with ❤️ for the Turkish financial research community**