Update README.md

README.md

@@ -1,103 +1,113 @@
-# Multi-Agent E-Commerce Recommendation System
-
-A sophisticated recommendation system that uses multiple AI agents to provide personalized product recommendations to users.
-
-## Features
-
-- Multiple recommendation algorithms (Collaborative Filtering, Content-Based, Sequential Pattern Mining, Hybrid)
-- Real-time user feedback processing
-- Personalized product recommendations
-- Admin dashboard for system monitoring
-- Modern React.js frontend
-- FastAPI backend with async support
-
-## Project Structure
-
-```
-.
-├── frontend/              # React.js frontend
-├── src/
-│   ├── api/              # API endpoints and routes
-│   ├── algorithms/       # Recommendation algorithms
-│   ├── agents/          # AI agents implementation
-│   ├── database/        # Database models and connection
-│   └── utils/           # Utility functions
-├── main.py              # Application entry point
-├── requirements.txt     # Python dependencies
-└── .env                # Environment variables
-```
-
-## Prerequisites
-
-- Python 3.8+
-- Node.js 14+
-- npm or yarn
-
-## Setup
-
-1. Clone the repository:
-```bash
-git clone <repository-url>
-cd ai-mart
-```
-
-2. Set up the backend:
-```bash
-# Create and activate virtual environment
-python -m venv venv
-source venv/bin/activate  # On Windows: venv\Scripts\activate
-
-# Install dependencies
-pip install -r requirements.txt
-
-# Set up environment variables
-cp .env.example .env
-# Edit .env with your configuration
-```
-
-3. Set up the frontend:
-```bash
-cd frontend
-npm install
-```
-
-## Running the Application
-
-1. Start the backend server:
-```bash
-# From the project root
-uvicorn main:app --reload
-```
-
-2. Start the frontend development server:
-```bash
-# From the frontend directory
-npm start
-```
-
-The application will be available at:
-- Backend API: http://localhost:8000
-- Frontend: http://localhost:3000
-- API Documentation: http://localhost:8000/docs
-
-## API Documentation
-
-The API documentation is available at `/docs` when running the backend server. It provides detailed information about all available endpoints, request/response formats, and authentication requirements.
-
-## Contributing
-
-1. Fork the repository
-2. Create your feature branch (`git checkout -b feature/amazing-feature`)
-3. Commit your changes (`git commit -m 'Add some amazing feature'`)
-4. Push to the branch (`git push origin feature/amazing-feature`)
-5. Open a Pull Request
-
-## License
-
-This project is licensed under the MIT License - see the LICENSE file for details.
-
-## Acknowledgments
-
-- FastAPI for the amazing backend framework
-- React.js for the frontend framework
+---
+title: Multi-Agent E-Commerce Recommender
+emoji: 🛒
+colorFrom: indigo
+colorTo: pink
+sdk: docker
+app_file: main.py
+pinned: false
+---
+
+# Multi-Agent E-Commerce Recommendation System
+
+A sophisticated recommendation system that uses multiple AI agents to provide personalized product recommendations to users.
+
+## Features
+
+- Multiple recommendation algorithms (Collaborative Filtering, Content-Based, Sequential Pattern Mining, Hybrid)
+- Real-time user feedback processing
+- Personalized product recommendations
+- Admin dashboard for system monitoring
+- Modern React.js frontend
+- FastAPI backend with async support
+
+## Project Structure
+
+```
+.
+├── frontend/              # React.js frontend
+├── src/
+│   ├── api/              # API endpoints and routes
+│   ├── algorithms/       # Recommendation algorithms
+│   ├── agents/          # AI agents implementation
+│   ├── database/        # Database models and connection
+│   └── utils/           # Utility functions
+├── main.py              # Application entry point
+├── requirements.txt     # Python dependencies
+└── .env                # Environment variables
+```
+
+## Prerequisites
+
+- Python 3.8+
+- Node.js 14+
+- npm or yarn
+
+## Setup
+
+1. Clone the repository:
+```bash
+git clone <repository-url>
+cd ai-mart
+```
+
+2. Set up the backend:
+```bash
+# Create and activate virtual environment
+python -m venv venv
+source venv/bin/activate  # On Windows: venv\Scripts\activate
+
+# Install dependencies
+pip install -r requirements.txt
+
+# Set up environment variables
+cp .env.example .env
+# Edit .env with your configuration
+```
+
+3. Set up the frontend:
+```bash
+cd frontend
+npm install
+```
+
+## Running the Application
+
+1. Start the backend server:
+```bash
+# From the project root
+uvicorn main:app --reload
+```
+
+2. Start the frontend development server:
+```bash
+# From the frontend directory
+npm start
+```
+
+The application will be available at:
+- Backend API: http://localhost:8000
+- Frontend: http://localhost:3000
+- API Documentation: http://localhost:8000/docs
+
+## API Documentation
+
+The API documentation is available at `/docs` when running the backend server. It provides detailed information about all available endpoints, request/response formats, and authentication requirements.
+
+## Contributing
+
+1. Fork the repository
+2. Create your feature branch (`git checkout -b feature/amazing-feature`)
+3. Commit your changes (`git commit -m 'Add some amazing feature'`)
+4. Push to the branch (`git push origin feature/amazing-feature`)
+5. Open a Pull Request
+
+## License
+
+This project is licensed under the MIT License - see the LICENSE file for details.
+
+## Acknowledgments
+
+- FastAPI for the amazing backend framework
+- React.js for the frontend framework
 - All contributors and maintainers