---
title: Stock Price Forecasting
emoji: 📈
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
---

# 📈 Stock Price Forecasting System

This application uses three different machine learning models to forecast SPY (S&P 500 ETF) stock prices:

- **ARIMA**: Statistical time series model
- **Prophet**: Facebook's forecasting model
- **LSTM**: Deep learning neural network


## Models

All models are trained on historical SPY stock data and updated regularly.

**Disclaimer**: These predictions are for educational purposes only and should not be used as financial advice.