javascriptmachine-learningneural-networkreinforcement-learningtensorflowjs

Can I use reinforcement learning in tensorflowjs?

I'm doing a project at the moment which would require tensorflowjs to create a neural network that learns from reinforcement learning algorithms. Is this possible to do?

Solution

  • Yes!

    There are many examples of this online. I would recommend you to take a look at https://github.com/BeTomorrow/ReImproveJS a reinforcement learning framework made using tfjs.

    Example using ReImproveJS can be found here: https://gist.github.com/RGBKnights/756b5f51465cc22d0ca39205979ad2a1

    Also another example of applied tfjs is found here: https://www.metacar-project.com/

    Another example of DQN applied to snake in tfjs, with instructions on how to run the code: https://github.com/tensorflow/tfjs-examples/tree/master/snake-dqn