A comprehensive platform for exploring, visualizing, and training models on the CIFAR-10 dataset - evolving across three distinct versions.
The CIFAR-10 Explorer project has evolved through three major versions, each representing a significant advancement in functionality, design, and user experience:
- Initial release focusing on core functionality
- Basic interface for dataset exploration and model training
- Fundamental visualization capabilities
- Support for CNN, ResNet, and MobileNet architectures
- Redesigned interface with improved usability
- Enhanced visualizations and data presentation
- Expanded training options and configurations
- Improved performance and responsiveness
- Better mobile support
- Complete reimagining with cutting-edge glassmorphic design
- Advanced analytics platform with interactive visualizations
- Real-time training monitoring with comprehensive metrics
- Dark/light theme support
- New EfficientNet architecture support
- AI-powered insights and recommendations
| Feature | Version 1 | Version 2 | Version 3 |
|---|---|---|---|
| UI Design | Basic functional | Modern clean | Glassmorphic with reflections |
| Themes | Light only | Light only | Dark & Light |
| Models Supported | 3 | 3 | 4 |
| Analytics | Basic | Enhanced | Advanced interactive |
| Mobile Support | Limited | Good | Excellent |
| Data Visualization | Simple charts | Interactive charts | Real-time dashboards |
| Performance | Basic | Improved | Optimized |
| Storage | Basic local | Enhanced local | Comprehensive with sync |
- Version 1: Best for educational purposes, basic exploration, and low-resource environments
- Version 2: Recommended for general use, balanced between features and performance
- Version 3: Ideal for professional users, researchers, and those who need advanced analytics
Each version has its own repository and installation instructions:
git clone https://github.com/yourusername/cifar10-explorer.git -b v1.0.0
cd cifar10-explorer
# Follow README.md instructionsgit clone https://github.com/yourusername/cifar10-explorer.git -b v2.0.0
cd cifar10-explorer
# Follow README.md instructionsgit clone https://github.com/yourusername/cifar10-nexus.git
cd cifar10-nexus
# Follow README.md instructions| Requirement | Version 1 | Version 2 | Version 3 |
|---|---|---|---|
| Browser | Modern | Modern | Modern with WebGL |
| Memory | 2GB+ | 4GB+ | 8GB+ |
| Storage | 100MB | 200MB | 500MB |
| Processor | Basic | Mid-range | High-performance |
| Dataset | Optional | Optional | Optional |
We welcome contributions to any version of the project! Please see the CONTRIBUTING.md file in each repository for specific guidelines.
All versions of this project are licensed under the MIT License - see the LICENSE file in each repository for details.
- Version 3.1: Enhanced model export options and deployment tools
- Version 3.2: Collaborative features and team workspaces
- Version 4.0: (Planning) Full-stack application with backend processing and database storage
- CIFAR-10 dataset by Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton
- All contributors across the project's evolution
- The AI and web development communities for inspiration and feedback
CIFAR-10 Explorer: Evolving the way we interact with image classification datasets