We are fully open source so welcome contributions to add such functionality to the project in the future. We also have a special interests group which is where people like yourself from other companies/community work together on key future areas of TensorFlow.js. Reinforcement learning could be one of them if enough people interested in hacking on that together and willing to commit to milestones etc.