ibrahimaydinn/optrade-bist30

OpTrade — BIST30 AI Stock Forecasting

AI-powered forecasting tool for Istanbul Stock Exchange (BIST30) stocks, combining:

• —LSTM neural network for price prediction
• —Hidden Markov Model (HMM) for market regime detection
• —Monte Carlo simulation for volatility features
• —Technical indicators (RSI, EMA, Log Returns)

Features

• —Real-time data from Borsa Istanbul + Yahoo Finance (with 12-hour cache)
• —80/20 train/test split — honest out-of-sample metrics
• —BUY / SELL / HOLD signal with strength score
• —Key trading levels: Entry Zone, Price Target, Stop Loss
• —Plain-English explanations for beginners
• —3 interactive charts with dark theme

⚠️ Disclaimer

This is an educational AI research tool — not financial advice. Predictions can be wrong. Always do your own research and consult a licensed financial adviser before investing real money.

Tech Stack

Python · TensorFlow · hmmlearn · yfinance · curl_cffi · Gradio · matplotlib · scikit-learn