推荐 | GitHub上的neurojs - javascript深度学习/增强学习库（附自动驾驶Demo）

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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

• （https://github.com/janhuenermann/neurojs/blob/master/examples/cars）

• Advanced XOR

• （https://github.com/janhuenermann/neurojs/blob/master/examples/adv-xor）

• Andrej Karpathy's Waterworld (ConvNetJS replaced with NeuroJS)

• （https://github.com/janhuenermann/neurojs/blob/master/examples/waterworld）

Blog post

I wrote a blog post about this framework with an interactive car-demo embeded on my blog（http://lab.janhuenermann.de/article/learning-to-drive#car-container）, check it out!

Future

• Support for web workers

• LSTM and backpropagation through time

github：https://github.com/janhuenermann/neurojs

Demo(Self-driving car):http://janhuenermann.com/projects/learning-to-drive

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