DeepTrade: Deep Learning-Powered Stock Market Prediction with Real-Time Data Integration and Dual-Model Forecasting

The research paper presents DeepTrade, an AI-based web application for stock market prediction using real-time data from Yahoo Finance. It combines Linear Regression, ARIMA, and LSTM models to forecast stock prices and display results through interactive charts. The system is built using Django (backend) and HTML/CSS/JavaScript (frontend) and works as a Progressive Web App. It provides dual-model predictions, stock information, and educational content for users. The model achieves around 78–85% accuracy (R²) and ~4.3 INR error (RMSE), making it useful for short-term predictions. Overall, DeepTrade makes AI-powered financial analysis accessible to beginners and investors.