README.md

metadata

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.