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/N | Course Name | Rating | Time to Complete |
---|---|---|---|
1. | Become a Deep Reinforcement Learning Expert– Udacity | 4.6/5 | 4 months (If you spend 10 hours per week) |
2. | Reinforcement Learning– Udacity FREE Course | NA | 4 months |
3. | Reinforcement Learning beginner to master – AI in Python– Udemy | 4.8/5 | 10.5 hours |
4. | Deep Learning and Reinforcement Learning– Coursera | 4.7/5 | 14 hours |
5. | AWS Machine Learning Foundations Course– Udacity FREE Course | NA | 2 months |
6. | Tensorflow 2.0: Deep Learning and Artificial Intelligence– Udemy | 4.7/5 | 21 hours |
7. | Machine Learning for Trading Specialization– Coursera | 3.9/5 | 3 months ( If you spend 4 hours per week) |
8. | AWS DeepRacer– Udacity FREE Course | NA | 2 weeks |
9. | Practical AI with Python and Reinforcement Learning– Udemy | 4.8/5 | 26.5 hours |
10. | Deep Reinforcement Learning 2.0– Udemy | 4.5/5 | 9.5 hours |
Best Books to learn Reinforcement Learning
S/N | Book Name | Author | Book LInk |
---|---|---|---|
1. | Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series) | Richard S. Sutton, Andrew G. Barto | Buy on Amazon |
2. | Reinforcement Learning: Industrial Applications of Intelligent Agents | Phil Winder Ph. D. | Buy on Amazon |
3. | Hands-On Reinforcement Learning for Games | Micheal Lanham | Buy on Amazon |
4. | Deep Reinforcement Learning with Python | Sudharsan Ravichandiran | Buy on Amazon |
5. | Deep Reinforcement Learning Hands-On | Maxim Lapan | Buy on Amazon |
6. | Deep Reinforcement Learning: Fundamentals, Research, and Applications | Hao Dong, Zihan Ding, Shanghang Zhang | Buy on Amazon |
7. | Grokking Deep Reinforcement Learning | Miguel Morales | Buy on Amazon |
8. | Reinforcement Learning: An Introduction | Richard S. Sutton, Andrew G. Barto | Buy on Amazon |
9. | Foundations of Deep Reinforcement Learning: Theory and Practice in Python | Laura Graesser, Wah Loon Keng | Buy on Amazon |
10. | Reinforcement Learning and Optimal Control | Dimitri Bertsekas | Buy on Amazon |
Best Reinforcement Learning Tutorials
S/N | Tutorial Name | Provider |
---|---|---|
1. | Reinforcement Learning Tutorial | javaTpoint |
2. | What is Reinforcement Learning | Simplilearn |
3. | Reinforcement Learning Tutorial Part 1: Q-Learning | Valohai |
4. | Reinforcement Learning | Guru99 |
5. | Reinforcement Q-Learning from Scratch in Python | Learndatasci |
6. | REINFORCEMENT LEARNING (DQN) TUTORIAL | PyTorch.org |
7. | Reinforcement learning | GeeksforGeeks |
8. | Reinforcement Learning Onramp | Mathworks |
9. | Reinforcement Learning w/ Python Tutorial | PythonProgramming |
10. | Introduction to RL and Deep Q Networks | Tensorflow.org |
Best Youtube Channels to learn Reinforcement Learning
S/N | Tutorial Name | Channel Name |
---|---|---|
1. | Reinforcement Learning Course | freeCodeCamp.org |
2. | Reinforcement Learning Tutorial | Edureka |
3. | Stanford CS234: Reinforcement Learning | Stanford Online |
4. | Reinforcement Learning | deeplizard |
5. | Reinforcement Learning | Sentdex |
6. | Deep Reinforcement Learning Tutorial for Python in 20 Minutes | Nicholas Renotte |
7. | Reinforcement Learning in 3 Hours | Nicholas Renotte |
8. | Reinforcement Learning Tutorial | Great Learning |
9. | What Is Reinforcement Machine Learning? | Krish Naik |
10. | Introduction to Reinforcement Learning | DeepMind |
11. | Reinforcement Learning Full Course | Simplilearn |
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!
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Though of the Day…
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– Henry Ford
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.