---
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.