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Title: GitHub - roboserg/rl: Reinforcement Learning material

Open Graph Title: GitHub - roboserg/rl: Reinforcement Learning material

X Title: GitHub - roboserg/rl: Reinforcement Learning material

Description: Reinforcement Learning material. Contribute to roboserg/rl development by creating an account on GitHub.

Open Graph Description: Reinforcement Learning material. Contribute to roboserg/rl development by creating an account on GitHub.

X Description: Reinforcement Learning material. Contribute to roboserg/rl development by creating an account on GitHub.

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https://patch-diff.githubusercontent.com/roboserg/rl#reinforcement-learning-material
https://patch-diff.githubusercontent.com/roboserg/rl#books-rl
Deep Reinforcement Learning Hands-Onhttps://www.amazon.com/Deep-Reinforcement-Learning-Hands-Q-networks/dp/1788834240/ref=sr_1_3?ie=UTF8&qid=1546537775&sr=8-3&keywords=Deep+Reinforcement+Learning+Hands-On
Hands-On Reinforcement Learning with Python (Doom etc.)https://www.amazon.com/Hands-Reinforcement-Learning-Python-reinforcement/dp/1788836529/ref=sr_1_3?ie=UTF8&qid=1546537839&sr=8-3&keywords=Hands-On+Reinforcement+Learning+with+Python
Hands-On Intelligent Agents with OpenAI Gym (CARLA etc.https://www.amazon.de/Hands-Intelligent-Agents-OpenAI-reinforcement-ebook/dp/B07CSLCYDY
Reinforcement Learning: An Introductionhttps://s3-us-west-1.amazonaws.com/udacity-drlnd/bookdraft2018.pdf
REINFORCEMENT LEARNING AND OPTIMAL CONTROLhttp://web.mit.edu/dimitrib/www/RLbook.html
Grokking Deep Reinforcement Learninghttps://www.manning.com/books/grokking-deep-reinforcement-learning
Deep Reinforcement Learning in Actionhttps://www.manning.com/books/deep-reinforcement-learning-in-action
Deep Learning and the Game of Go https://www.manning.com/books/deep-learning-and-the-game-of-go
https://patch-diff.githubusercontent.com/roboserg/rl#blog--websites-theory
An Outsider's Tour of Reinforcement Learninghttp://www.argmin.net/2018/06/25/outsider-rl/
Learning Reinforcement Learning (with Code, Exercises and Solutions)http://www.wildml.com/2016/10/learning-reinforcement-learning/
Spinning Up (OpenAI)http://spinningup.openai.com/en/latest/
https://patch-diff.githubusercontent.com/roboserg/rl#ml--dl
Mathematics for Machine Learning (Book)https://mml-book.github.io/
The Matrix Calculus You Need For Deep Learninghttps://explained.ai/matrix-calculus/index.html
Book | Grokking Deep Learninghttps://www.manning.com/books/grokking-deep-learning?a_aid=grokkingdl&a_bid=32715258
Amazon's ML courseshttps://aws.amazon.com/training/learning-paths/machine-learning/
Understanding Learning Rates and How It Improves Performance in Deep Learning (Blog post)https://towardsdatascience.com/understanding-learning-rates-and-how-it-improves-performance-in-deep-learning-d0d4059c1c10
Applied Deep Learning: A Case-Based Approach to Understanding Deep Neural Networkshttps://www.amazon.com/Applied-Deep-Learning-Case-Based-Understanding/dp/1484237897
Deep Learning for Self-Driving Carshttps://selfdrivingcars.mit.edu
Deep Learning School (RUS)https://www.youtube.com/channel/UCFTNoZYjkg-3LZTHrHfV1nQ/videos
Statistical Learning Theory and Applicationshttps://www.youtube.com/watch?v=EXhOuehvPAw
Lectures | Natural Language Processing with Deep Learning (Stanford / Winter 2019)http://web.stanford.edu/class/cs224n/
https://patch-diff.githubusercontent.com/roboserg/rl#video-lectures
Deepminds RL coursehttps://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs
Yandex RLhttps://github.com/yandexdataschool/Practical_RL
RL Course by David Silverhttp://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
Youtubehttps://www.youtube.com/watch?v=2pWv7GOvuf0
Berkeley RL coursehttp://rail.eecs.berkeley.edu/deeprlcourse/
Youtubehttps://www.youtube.com/playlist?list=PLkFD6_40KJIznC9CDbVTjAF2oyt8_VAe3
Deep RL Bootcamp (Google)https://sites.google.com/view/deep-rl-bootcamp/lectures
CS 188 | Introduction to Artificial Intelligencehttp://inst.eecs.berkeley.edu/~cs188/fa18/
Waterloo RL coursehttps://www.youtube.com/watch?v=xoxz-OmcL1Q&list=PLdAoL1zKcqTXFJniO3Tqqn6xMBBL07EDc
https://patch-diff.githubusercontent.com/roboserg/rl#moocs
Move 37 Coursehttps://www.theschool.ai/courses/move-37-course/
The Complete Self-Driving Car Course - Applied Deep Learninghttps://www.udemy.com/applied-deep-learningtm-the-complete-self-driving-car-course/?couponCode=YOUTUBE09
Udemy | Advanced AI: Deep Reinforcement Learning in Pythonhttps://www.udemy.com/deep-reinforcement-learning-in-python/
Udemy | Artificial Intelligence: Reinforcement Learning in Pythonhttps://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/
https://patch-diff.githubusercontent.com/roboserg/rl#tutorial-video-series
ROS Autonomous Carhttp://f1tenth.org/lectures
PyTorch Reinforcement Learning | DeepLizardhttps://www.youtube.com/playlist?list=PLZbbT5o_s2xoWNVdDudn51XM8lOuZ_Njv
How to Simulate a Udacity's Self-Driving Carhttps://www.youtube.com/watch?v=EaY5QiZwSP4&vl=en
DQN etc with PyTorch | Machine Learning with Philhttps://www.youtube.com/channel/UC58v9cLitc8VaCjrcKyAbrw/videos
DQN, PPO, VizDoom etc | Thomas SIMONINIhttps://www.youtube.com/channel/UC8XuSf1eD9AF8x8J19ha5og/videos
https://patch-diff.githubusercontent.com/roboserg/rl#tutorials
LET’S MAKE A DQN: IMPLEMENTATIONhttps://jaromiru.com/2016/10/03/lets-make-a-dqn-implementation/
Using Keras and Deep Q-Network to Play FlappyBirdhttps://yanpanlau.github.io/2016/07/10/FlappyBird-Keras.html
Reinforcement Learning and DQN, learning to play from pixelshttps://rubenfiszel.github.io/posts/rl4j/2016-08-24-Reinforcement-Learning-and-DQN.html
DQN + imporvmentshttps://medium.com/@AdrienLE
Reinforcement Learning with Prediction-Based Rewardshttps://blog.openai.com/reinforcement-learning-with-prediction-based-rewards/#firsttimejump
How TRPO and PPO Stabilize Policy Gradient Methodshttps://towardsdatascience.com/the-pursuit-of-robotic-happiness-how-trpo-and-ppo-stabilize-policy-gradient-methods-545784094e3b
Reinforcement Learning w/ Keras+OpenAI: The Basicshttps://medium.com/@yashpatel_86510/reinforcement-learning-w-keras-openai-698add10b4eb
Reinforcement Learning w/ Keras + OpenAI: DQNshttps://towardsdatascience.com/reinforcement-learning-w-keras-openai-dqns-1eed3a5338c
Reinforcement Learning w/ Keras + OpenAI: Actor-Critic Modelshttps://towardsdatascience.com/reinforcement-learning-w-keras-openai-actor-critic-models-f084612cfd69
RL — Reinforcement Learning Algorithms Quick Overviewhttps://medium.com/@jonathan_hui/rl-reinforcement-learning-algorithms-quick-overview-6bf69736694d
Deep Reinforcement Learning Serieshttps://medium.com/@jonathan_hui/rl-deep-reinforcement-learning-series-833319a95530
A Free course in Deep Reinforcement Learning from beginner to experthttps://simoninithomas.github.io/Deep_reinforcement_learning_Course/
Using Keras and Deep Deterministic Policy Gradient to play TORCShttps://yanpanlau.github.io/2016/10/11/Torcs-Keras.html
Simple Reinforcement Learning with Tensorflow (9 parts)https://medium.com/@awjuliani
Using reinforcement learning in Python to teach a virtual car to avoid obstacleshttps://blog.coast.ai/using-reinforcement-learning-in-python-to-teach-a-virtual-car-to-avoid-obstacles-6e782cc7d4c6
https://patch-diff.githubusercontent.com/roboserg/rl#unity-ml
Unity ML-Agents Tutorial | AI Truffle Pigs!https://www.youtube.com/watch?v=y9ZkCG9hbfQ
First Unity ml-agent program.https://boingb0ing.blogspot.com/2018/10/first-unity-ml-agent-program.html
(Book) Learn Unity ML-Agents – Fundamentals of Unity Machine Learninghttps://www.amazon.com/Learn-Unity-ML-Agents-Fundamentals-Reinforcement/dp/1789138132
ML agents with Unity3dhttps://vibhavchitale.weebly.com/unity-ml-tutorial.html
Arcade Style Bouncy Vehicle Physics Tutorialhttp://www.doofah.com/tutorials/unity/bouncy-vehicle-tutorial/
Intro to Unity: Rocket League-ish Editionhttps://www.youtube.com/watch?v=Fj6ULbDjFAA
https://patch-diff.githubusercontent.com/roboserg/rl#simulation-environments
Airsim - Unity SDC simhttps://github.com/Microsoft/AirSim
MADRaS: A Multi-Agent DRiving Simulator for Autonomous Driving Researchhttps://www.analyticsvidhya.com/blog/2018/10/madras-multi-agent-driving-simulator/
CARLA (car gta5 like)https://carla.org/
OpenAI Gym with custom SpaceX Rocket Landerhttps://github.com/EmbersArc/gym
Siraj Raval Turorialhttps://www.youtube.com/watch?v=09OMoGqHexQ
Unity Car Environmenthttps://github.com/Fs02/EvolveCar
Gym-TORCShttps://github.com/ugo-nama-kun/gym_torcs
Udacity's Self-Driving Car Simulatorhttps://github.com/udacity/self-driving-car-sim
Deep drive (GTA like)https://deepdrive.io/
Snake - Slitherinhttps://towardsdatascience.com/slitherin-solving-the-classic-game-of-snake-with-ai-part-1-domain-specific-solvers-d1f5a5ccd635
https://patch-diff.githubusercontent.com/roboserg/rl#papers
DDPG training a Reinforcement Learning Agent for TORCShttps://www.dropbox.com/s/s47eboddf0yoh4m/Jeroen%20van%20den%20Heuvel%20TorcsRL%20report.pdf
Toward Deep Reinforcement Learning without a Simulator: An Autonomous Steering Examplehttps://arxiv.org/pdf/1612.01086.pdf
A Brief Survey of Deep Reinforcement Learninghttps://arxiv.org/pdf/1708.05866.pdf
Curiosity-driven Exploration by Self-supervised Predictionhttps://arxiv.org/pdf/1705.05363.pdf
POET: Endlessly Generating Increasingly Complex and Diverse Learning Environments and their Solutions through the Paired Open-Ended Trailblazerhttps://eng.uber.com/poet-open-ended-deep-learning/
https://patch-diff.githubusercontent.com/roboserg/rl#github
Keras RLhttps://github.com/keras-rl/keras-rl
Torcs - Reinforcement-Learninghttps://github.com/A-Raafat/Torcs---Reinforcement-Learning-using-Q-Learning
https://patch-diff.githubusercontent.com/roboserg/rl#other-resourses
Awesome Reinforcement Learninghttps://github.com/aikorea/awesome-rl
RL github repohttps://github.com/dennybritz/reinforcement-learning
A Beginner's Guide to Deep Reinforcement Learninghttps://skymind.ai/wiki/deep-reinforcement-learning#neural
OpenAI retro tutshttps://medium.com/@aureliantactics
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
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