title	Stock Predictions
emoji	🐢
colorFrom	yellow
colorTo	yellow
sdk	gradio
sdk_version	5.33.0
app_file	app.py
pinned	false
license	mit
short_description	Use Amazon Chronos To Predict Stock Prices

Stock Analysis and Prediction Demo

A comprehensive stock analysis and prediction tool built with Gradio, featuring multiple prediction strategies and technical analysis indicators.

Features

• Multiple Prediction Strategies:

  • Chronos ML-based prediction
  • Technical analysis-based prediction

• Technical Indicators:

  • RSI (Relative Strength Index)
  • MACD (Moving Average Convergence Divergence)
  • Bollinger Bands
  • Simple Moving Averages (20 and 50-day)

• Trading Signals:

  • Buy/Sell recommendations based on multiple indicators
  • Overall trading signal combining all indicators
  • Confidence intervals for predictions

• Interactive Visualizations:

  • Price prediction with confidence intervals
  • Technical indicators overlay
  • Volume analysis
  • Historical price trends

Installation

1. Clone the repository:

git clone <repository-url>
cd stock-prediction

2. Create and activate a virtual environment:

python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

3. Install dependencies:

pip install -r requirements.txt

Usage

1. Start the Gradio demo:

python app.py

2. Open your web browser and navigate to the URL shown in the terminal (typically http://localhost:7860)

3. Enter a stock symbol (e.g., AAPL, GOOGL, MSFT) and select your desired parameters:

   • Timeframe (1d, 1h, 15m)
   • Number of days to predict
   • Prediction strategy (Chronos or Technical)

4. Click "Analyze Stock" to get predictions and trading signals

Prediction Strategies

Chronos Strategy

Uses Amazon's Chronos model for ML-based price prediction. This strategy:

• Analyzes historical price patterns
• Generates probabilistic forecasts
• Provides confidence intervals

Technical Strategy

Uses traditional technical analysis indicators to generate predictions:

• RSI for overbought/oversold conditions
• MACD for trend direction
• Bollinger Bands for volatility
• Moving Averages for trend confirmation

Trading Signals

The demo provides trading signals based on multiple technical indicators:

• RSI: Oversold (<30), Overbought (>70), Neutral
• MACD: Buy (MACD > Signal), Sell (MACD < Signal)
• Bollinger Bands: Buy (price < lower band), Sell (price > upper band)
• SMA: Buy (20-day > 50-day), Sell (20-day < 50-day)

An overall trading signal is calculated by combining all individual signals.

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

License

This project is licensed under the MIT License - see the LICENSE file for details.