jacktang / neurojs

A javascript deep learning and reinforcement learning library.

neurojs - A machine learning framework for browsers

• 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

• Self-driving car
• Advanced XOR
• Andrej Karpathy's Waterworld (ConvNetJS replaced with NeuroJS)

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