41 Best Resources to learn Reinforcement Learning(YouTube, Books, Courses, & Tutorials)

Best Resources to learn Reinforcement Learning

Are you looking for the Best Resources to learn Reinforcement Learning?… If yes, you are in the right place. In this article, I have listed all the best resources to learn Reinforcement Learning including Online Courses, Tutorials, Books, and YouTube Videos.

So, give a few minutes and find the best resources to learn Reinforcement Learning. You can bookmark this article so that you can refer to this article later.

Now without any further ado, let’s get started-

Best Resources to learn Reinforcement Learning

For your convenience, I have created separate tables for each resource. So let’s start with online courses-

Note- If you are reading this article on Mobile, Please slide left for Full Table.

Best Courses to learn Reinforcement Learning

S/NCourse NameRatingTime to Complete
1.Become a Deep Reinforcement Learning Expert– Udacity4.6/54 months (If you spend 10 hours per week)
2.Reinforcement Learning– Udacity FREE CourseNA4 months
3.Reinforcement Learning beginner to master – AI in Python– Udemy4.8/510.5 hours
4.Deep Learning and Reinforcement LearningCoursera4.7/514 hours
5.AWS Machine Learning Foundations Course– Udacity FREE CourseNA2 months
6.Tensorflow 2.0: Deep Learning and Artificial Intelligence– Udemy4.7/521 hours
7.Machine Learning for Trading Specialization– Coursera3.9/53 months ( If you spend 4 hours per week)
8.AWS DeepRacer– Udacity FREE CourseNA2 weeks
9.Practical AI with Python and Reinforcement Learning– Udemy4.8/526.5 hours
10.Deep Reinforcement Learning 2.0– Udemy4.5/59.5 hours

Best Books to learn Reinforcement Learning

S/NBook NameAuthorBook LInk
1. Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)Richard S. Sutton, Andrew G. BartoBuy on Amazon
2.Reinforcement Learning: Industrial Applications of Intelligent AgentsPhil Winder Ph. D.Buy on Amazon
3.Hands-On Reinforcement Learning for GamesMicheal LanhamBuy on Amazon
4.Deep Reinforcement Learning with PythonSudharsan RavichandiranBuy on Amazon
5.Deep Reinforcement Learning Hands-OnMaxim LapanBuy on Amazon
6.Deep Reinforcement Learning: Fundamentals, Research, and Applications Hao Dong, Zihan Ding, Shanghang ZhangBuy on Amazon
7.Grokking Deep Reinforcement Learning Miguel Morales Buy on Amazon
8.Reinforcement Learning: An IntroductionRichard S. Sutton, Andrew G. BartoBuy on Amazon
9.Foundations of Deep Reinforcement Learning: Theory and Practice in PythonLaura Graesser, Wah Loon KengBuy on Amazon
10.Reinforcement Learning and Optimal ControlDimitri Bertsekas Buy on Amazon

Best Reinforcement Learning Tutorials

S/NTutorial NameProvider
1. Reinforcement Learning TutorialjavaTpoint
2.What is Reinforcement LearningSimplilearn
3.Reinforcement Learning Tutorial Part 1: Q-LearningValohai
4.Reinforcement LearningGuru99
5.Reinforcement Q-Learning from Scratch in PythonLearndatasci
6.REINFORCEMENT LEARNING (DQN) TUTORIALPyTorch.org
7.Reinforcement learningGeeksforGeeks
8.Reinforcement Learning OnrampMathworks
9.Reinforcement Learning w/ Python TutorialPythonProgramming
10.Introduction to RL and Deep Q NetworksTensorflow.org

Best Youtube Channels to learn Reinforcement Learning

S/NTutorial NameChannel Name
1.Reinforcement Learning CoursefreeCodeCamp.org
2.Reinforcement Learning Tutorial Edureka
3.Stanford CS234: Reinforcement LearningStanford Online
4.Reinforcement Learningdeeplizard
5.Reinforcement LearningSentdex
6.Deep Reinforcement Learning Tutorial for Python in 20 MinutesNicholas Renotte
7.Reinforcement Learning in 3 HoursNicholas Renotte
8.Reinforcement Learning TutorialGreat Learning
9.What Is Reinforcement Machine Learning?Krish Naik
10.Introduction to Reinforcement LearningDeepMind
11.Reinforcement Learning Full CourseSimplilearn

And here the list ends. I hope these resources will help you to learn and master Reinforcement Learning. I would suggest you bookmark this article for future referrals.

Now it’s time to wrap up.

Conclusion

In this article, I tried to cover all the Best Resources to Learn Reinforcement Learning from online courses to YouTube videos. If you have any doubts or questions, feel free to ask me in the comment section.

All the Best!

Enjoy Learning!

Learn Deep Learning Basics here.

Though of the Day…

Anyone who stops learning is old, whether at twenty or eighty. Anyone who keeps learning stays young.

– Henry Ford

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Written By Aqsa Zafar

Founder of MLTUT, Machine Learning Ph.D. scholar at Dayananda Sagar University. Research on social media depression detection. Create tutorials on ML and data science for diverse applications. Passionate about sharing knowledge through website and social media.

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