README.md

metadata

title: Stock Price Forecasting
emoji: 📈
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.48.0
app_file: app.py
pinned: false

Stock Price Forecasting App

Live demo of time-series forecasting models comparison for stock prices.

🚀 Usage

1. Enter any stock symbol (e.g., AAPL, TSLA, GOOGL)
2. Click "Analyze Stock"
3. View model performance comparison and stock statistics

📊 Models Compared

• ARIMA (Statistical)
• LSTM (Deep Learning)
• Prophet (Facebook)
• Naive (Baseline)

🎯 Key Finding

Naive model outperformed complex models, demonstrating that simple approaches often work best in efficient markets.