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A JavaScript deep learning and reinforcement learning library

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README.md

  • Implements a full-stack neural-network based machine learning framework
  • Extended reinforcement-learning support
    • Uniform and prioritised replay buffers
    • Advantage-learning (increasing the action-gap) https://arxiv.org/pdf/1512.04860v1.pdf
    • Support for deep-q-networks and actor-critic models (via deep-deterministic-policy-gradients)
  • Binary import and export of network configurations (weights etc.)
  • High-performance

Feel free to contribute. I appreciate any support, because frankly this is a big project to maintain!

Examples

Blog post

I wrote a blog post about this framework with an interactive car-demo embeded on my blog, check it out!

Future

  • Support for web workers
  • LSTM and backpropagation through time

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