README.md

---
title: DataSynthis_ML_JobTask
emoji: 📈
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 5.49.0
app_file: app.py
pinned: false
license: mit
allow_internet: true
---

# Stock Price Forecasting App

This application uses three different models (ARIMA, Prophet, and LSTM) to forecast stock prices.

## Features
- Real-time stock data fetching from Yahoo Finance
- Multiple forecasting models
- Interactive visualizations
- Customizable forecast periods

## Models
1. **ARIMA** - Traditional statistical model
2. **Prophet** - Facebook's time series forecasting
3. **LSTM** - Deep learning neural network

## Usage
1. Enter a stock ticker symbol (e.g., AAPL, GOOGL)
2. Select forecast period (1-90 days)
3. Choose which model(s) to use
4. Click "Generate Forecast"

⚠️ **Disclaimer**: For educational purposes only. Not financial advice.