Releases: scar17off/ai-2048
Releases · scar17off/ai-2048
First release
2048 AI - Initial Release v1.0.0
What's Included
- Complete 2048 game implementation
- Neural network-based AI agent using TensorFlow
- Training pipeline with configurable parameters
- GPU acceleration support
- Real-time game visualization
- Model checkpointing and progress tracking
Features
- Self-learning AI that improves through gameplay
- Configurable grid size (default 4x4)
- Training data generation and preprocessing
- Early stopping to prevent overfitting
- Model save/load functionality
- Performance logging and monitoring
Technical Details
- Built with TensorFlow 2.x
- CNN architecture optimized for 2048 game patterns
- Batch normalization and dropout for better generalization
- Adaptive learning rate with Adam optimizer
- Customizable via
config.json
andgeneration_config.json
Requirements
- Python 3.7+
- TensorFlow 2.x
- NumPy
- Pygame (for visualization)
- Matplotlib (for training metrics)
Known Issues
- May experience slower training without GPU acceleration
- Occasional memory usage spikes with large training datasets
Next Steps
- Performance optimizations
- Enhanced visualization options
- Additional training strategies
- Multi-GPU support
- Web interface integration
Happy gaming! 🎮