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---
title: Stock Price Forecasting
emoji: ๐Ÿ“ˆ
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
---
# ๐Ÿ“ˆ 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.