📈 AI-Powered Stock Prediction App

Deep Learning-Driven OHLC Forecasting for Indian Equities A smart stock prediction application designed to forecast Open, High, Low, and Close (OHLC) prices for 30 prominent Indian stocks. The model predicts the next trading day's prices based on trends observed over the past 128 days of historical stock data.

🧠 Core Technology and Architecture:

At the heart of this app is a Transformer-based Encoder-Decoder architecture, built using TensorFlow. This deep learning model excels at identifying long-range dependencies and temporal patterns in time series data, outperforming traditional statistical techniques and classical indicators.

The Transformer architecture allows the model to process sequences holistically, capturing nuanced trends and market signals often missed by conventional methods.

🔍 Performance & Accuracy:

With a prediction accuracy of up to 60%, this AI-driven solution consistently outperforms standard moving averages such as the 7-day, 14-day, and 28-day indicators. This level of predictive reliability makes it a valuable tool for short-term market forecasting.

📊 Key Features:

• Predicts OHLC values for 30 leading Indian stocks
• Uses 128 days of historical data for next-day forecasting
• Employs advanced Transformer-based deep learning
• Outperforms traditional moving average baselines
• Offers insights suitable for both retail and institutional investors

💼 Real-World Applications:

• Daily trading strategies powered by AI-predicted price movements
• Portfolio optimization based on expected short-term trends
• Market sentiment evaluation through predicted volatility
• Educational tool for financial analysts exploring AI in fintech