Market Insight AI

Description

Market Insight AI is a comprehensive tool for stock market prediction, utilizing advanced machine learning techniques. It includes two main scripts:

Installation

1. Clone the repository or download the scripts:

   git clone https://github.com/DevSakkaravarthi/MarketInsightAI.git
   

   or download the scripts directly.

2. Install required Python packages: Navigate to the directory containing the requirements.txt file and run:

   pip install -r requirements.txt

3. Obtain an polygon API key: Visit Polygon to get your API key. and add key to environment

   export POLIGON_API_KEY='your_api_key_here'
   

   On Windows:

   set POLIGON_API_KEY=your_api_key_here
   

How to Run

Streamlit Web Interface (app_streamlit.py)

1. Start the Streamlit web interface:

   streamlit run app_streamlit.py

2. Use the web interface: Open your web browser to interact with the Streamlit application.

Flask API Server (app_api.py)

1. Execute the script: Start the Flask server

   python app_api.py

2. Use the endpoint /predict with a POST request to get stock price predictions. The request should include JSON data with the stock symbol and number of days for prediction.

   Example POST request data:

   {
   "symbol": "AAPL",
   "days": 7
   }

Requirements

• Python 3.x
• Streamlit (for StockPredictProphet.py and app_streamlit.py)
• Flask (for app_api.py)
• PyTorch (for AI model)
• Additional libraries: Pandas, NumPy, requests, yfinance, sklearn, prophet

Refer to requirements.txt for a complete list of dependencies.

Support

For queries or issues, please open an issue in the repository or contact the maintainer.