Reinforcement Learning and Deep Learning

An interactive notebook training Keras to play Catch

https://github.com/JannesKlaas/sometimes_deep_sometimes_learning/blob/master/reinforcement.ipynb

Key Papers in Deep RL

https://spinningup.openai.com/en/latest/spinningup/keypapers.html#key-papers-in-deep-rl

DEEP REINFORCEMENT LEARNING

https://arxiv.org/pdf/1810.06339v1.pdf

Tesla: Deep Learning
https://quantdare.com/deep-reinforcement-trading/

Playing Atari with Deep Reinforcement Learning

https://arxiv.org/pdf/1312.5602.pdf

AlphaGo is the first computer program to defeat a professional human Go player, the first to defeat a Go world champion, and is arguably the strongest Go player in history.

https://deepmind.com/research/case-studies/alphago-the-story-so-far

Using Deep Q-Learning in FIFA 18 to perfect the art of free-kicks

https://towardsdatascience.com/using-deep-q-learning-in-fifa-18-to-perfect-the-art-of-free-kicks-f2e4e979ee66

https://becominghuman.ai/reinforcement-learning-with-fifa-and-keras-85ec792e25b2

A saturation-balancing control method for enhancing dynamic vehicle stability
https://cecas.clemson.edu/ayalew/Papers/Vehicle%20Systems%20Dynamics%20and%20Control/Papers/A%20Saturation%20Balancing%20Control%20Method%20for%20Enhancing%20Dynamic%20Vehicle%20Stability/IJVD%2061_1-4_Paper%203.pdf

Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
https://arxiv.org/pdf/1712.01815.pdf

Reinforcement Learning Demystified: Solving MDPs with Dynamic Programming

https://towardsdatascience.com/reinforcement-learning-demystified-solving-mdps-with-dynamic-programming-b52c8093c919

This game presents moves along a linear chain of states, with two actions:

https://github.com/openai/gym/blob/master/gym/envs/toy_text/nchain.py

The Artificial Intelligence Wiki

https://wiki.pathmind.com/

Glossary:
https://wiki.pathmind.com/glossary

Train DDPG Agent to Control Flying Robot

https://www.mathworks.com/help///deeplearning/ug/train-ddpg-agent-to-control-flying-robot.html

Why should I choose matlab deep learning toolbox over other opensource frameworks like caffe, onnx, pytorch, torch etc?

https://www.mathworks.com/matlabcentral/answers/421259-why-should-i-choose-matlab-deep-learning-toolbox-over-other-opensource-frameworks-like-caffe-onnx

MnasNet: Platform-Aware Neural Architecture Search for Mobile

https://github.com/tensorflow/tpu/tree/master/models/official/mnasnet

A visual debugger for Jupyter

Debugger: Jupyter
https://blog.jupyter.org/a-visual-debugger-for-jupyter-914e61716559

IPython: https://chrieke.medium.com/jupyter-tips-and-tricks-994fdddb2057

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