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Releases: scar17off/ai-2048

First release

07 Nov 23:47
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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 and generation_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! 🎮