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Deep Learning Model Hub

A platform for sharing, discovering, and deploying deep learning models.

📚 Documentation

📖 View Comprehensive System Design Documentation

The complete system architecture, technical specifications, and implementation details are available in our comprehensive documentation site. This includes:

  • System architecture and design patterns
  • Database schema and API specifications
  • Security architecture and deployment strategies
  • Technology stack details and scalability considerations
  • Development and deployment workflows

Project Structure

  • backend/: FastAPI backend service
  • frontend/: Next.js frontend application
  • docs/: Documentation
  • infrastructure/: Deployment configurations

User Capabilities

Model Discovery & Browsing

  • Browse the collection of deep learning models
  • View model details including framework, version, size, and metrics
  • Filter models by task type, framework, and other properties
  • See download counts, ratings, and other community metrics

User Authentication

  • Create a new account with email, username, and password
  • Log in to access authenticated features
  • Manage user profile and credentials

Model Management

  • Upload new models with metadata (name, description, version)
  • Provide framework details, format specifications, and documentation links
  • Tag models and specify license information
  • View, edit or delete your uploaded models

Model Interaction

  • Download models for local use
  • View comprehensive model details and performance metrics
  • Rate models and provide feedback (if implemented)
  • Track usage statistics

Deployment (Planned)

  • Deploy models to various environments
  • Configure deployment parameters
  • Monitor deployed model performance

Developer Access

  • Access the API directly for programmatic interaction
  • API documentation available through FastAPI's Swagger UI

Special Features

  • Theme Toggle: Switch between light and dark modes
  • Performance Metrics: Track and visualize model performance
  • Responsive Design: Works on desktop and mobile devices

Technology Stack

Backend

  • FastAPI
  • SQLAlchemy (PostgreSQL or SQLite)
  • JWT Authentication
  • Pydantic

Frontend

  • Next.js
  • TypeScript
  • Tailwind CSS
  • Axios

License

MIT

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