Knowledge Resource

Knowledge Resources

This is an ever growing list of items of where you can learn more about machine learning. We will do our best to separate them into difficulty categories. Just so we are all on the same page, machine learning is a lot of math. If numbers or calculus scares you, it will be difficult to learn a lot about this topic.

Introduction

• MarI/O
• http://karpathy.github.io/2016/05/31/rl/
• http://outlace.com/rlpart3.html
• http://pytorch.org/tutorials/intermediate/reinforcement_q_learning.html

Advanced

• https://yanpanlau.github.io/2016/10/11/Torcs-Keras.html
• https://pastebin.com/ZZmSNaHX (Source code for MarI/O)
• https://medium.com/emergent-future/simple-reinforcement-learning-with-tensorflow-part-8-asynchronous-actor-critic-agents-a3c-c88f72a5e9f2
• https://github.com/awjuliani/DeepRL-Agents/blob/master/A3C-Doom.ipynb

Distributed TensorFlow

• https://gist.github.com/GD06/b88d4b20a4587add984323525bbf4be2
• https://www.tensorflow.org/deploy/distributed
• https://github.com/tensorflow/tensorflow/issues/10145
• https://www.tensorflow.org/api_guides/python/train#Distributed_execution
• https://github.com/jaesik817/a3c-distributed_tensorflow