Our Mission

Genetic Algorithm-Based NAS

 NASChain uses genetic algorithm for optimizing neural networks, where each network is a binary-encoded "genome". This allows for the systematic exploration of architectural possibilities.

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Optimization Process

Through mutations and evaluations, NASChain refines these genomes to improve performance, aiming for the optimal blend of accuracy and efficiency across generations.

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Distributed Training

Leveraging the Bittensor network, NASChain decentralizes the intensive computational process, enabling parallel genome training by a network of miners.

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Blockchain Integration

This ensures security and transparency, with miners rewarded for contributing computational resources towards training and evaluating network models.

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Outcome

The process yields optimal neural architectures that balance high accuracy with low computational demands, achieved more efficiently through distributed efforts.