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metadata
title: Stock Price Forecasting
emoji: 📈
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 4.16.0
app_file: app.py
pinned: false
license: mit

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.