An excellent introduction to Reinforcement Learning, accompanied by a well-organized & informative handbook. I definitely recommend this course to have a strong foundation in Reinforcement Learning.
This course is one of the best I've learned so far in coursera. The explanations are clear and concise enough. It took a while for me to understand Bellman equation but when I did, it felt amazing!
創建者 Joosung M•
The content was very interesting, the instructors made things very clear that they were a great help in understanding what was really happening in the textbook.
I loved that this course provided a textbook with a lot of examples and case studies. I am willing to learn more about RL in the next set of courses.
Thank you so much for proving this wonderful specialization.
創建者 Thomas G•
Fundamentals of Reinforcement Learning is one of the best Online Courses I did on Coursera. I like that the course is based on a text book (Reinforcement Learning by Sutton), so you can really dig into the theory. Also the exercises are very helpful and ambitious which I like. I haven't found much advanced online courses which are so well explained like this one.
創建者 David R•
I really liked this course. I think it was challenging and high quality. I don't understand complaints about it following the book - I found the videos, quizzes and exercises insightful and thought provoking. And besides courses are meant to follow some material and not re-invent the wheel. Am really excited for the rest of the specialization.
The course was great. Very clearly explained, with meaningful examples and backup material, such as the recommended book.
My only comment will be on the case study given on the final programming assignment. The parking scenario was not very intuitive or clear for me. It took me quite a bit to understand what it was we were trying to optimize.
創建者 Jesse W•
Excellent course. Covers all the basics at just the right challenge level, assuming you've had some Python programming experience and know a thing or two about probabilities and expectation values. They provide a PDF for a course textbook which is extremely well-written, and the videos are high-quality and complement the readings well.
創建者 Yanis C•
This course was a great introduction to reinforcement learning. I found the material both accessible and applicable to a number of potential real-world problems. The combination of reading, video lectures, and example coding problems was an effective way to "reinforce" the course materials and build a solid foundational understanding.
創建者 MOUAFEK A•
After studying Classical Machine Learning and Deep Learning, and applying them in real-life cases with some startups and companies, some aspects of day to day problems did not seem to be fit while trying to use the previous methods, thus I dived into Reinforcement Learning looking for answers, and so far it's been very promising!
創建者 Luis G•
I started to read Sutton & Barto book this summer, and although I find it fantastic, some concepts were not 100% clear to me. This course has changed it dramatically. Now every concept is clear to me. This book is like reading a book with the support of very good explanations.
Let's go for the 2nd course in the specialitation!!!
創建者 Zhuang J•
You really need to understand fundamentals before kick start for any real world reinforcement learning problem. That's why this course is very essential. Plus it also provides programming tasks and multi-choice question sheet to deepen your understanding about theories. Great! Looking forward to move on for next series!
創建者 Tom W•
Really good course, and happily surprised and thankful it's based around Sutton and Barto textbook and with close links between instructors and those authors - I'd bought it a year ago with the best intentions of getting into RL, but needed something practical like this to help me get into it! Amazing work all involved
創建者 Shashank S•
This course was a great first introduction to reinforcement learning! The course instructors make the material very accessible and the course follows the textbook very closely. I'd definitely recommend it to anyone trying to understand reinforcement learning and I personally plan to complete the entire specialization.
創建者 Dmitry N•
Sometimes it was hard to follow. In those cases re-reading the book helped. It is nice that in videos you, guys, have solved some of the exercises from the book. Also, it helped a lot to re-cap the material by re-doing the tests (and of course by reading a helpful notes, if the answer was incorrect). Thank you!
創建者 Stelios S•
This is the BEST course I've taken from Coursera, period. The level of explanation, the usage of mathematically precise terminology, the walking through of the algorithms, the summaries were all top-notch. This course will be my reference when I forget something in the future. I can't thank the creators enough.
創建者 Ali N•
It was a very good course, I had read Sutton's book first. But I must say that after completing this course, I learned the concepts of the book well. Although the exercises were a bit tough, they covered the topics well and increased learning at a faster rate.
For anyone interested, I recommend this course.
創建者 Alejandro A Z•
It was really cool! Although I think there should be a forum where students could ask and answer questions. I got stuck for a silly mistake before delivering the last python notebook and could have used some help.
Still, I learnt an incredible amount of concepts that I didn't imagine were so important!
創建者 Иванов К С•
It's difficult to estimate this course because it's based on the book. I mean, 90% of materials i've seen on videos were on the book. That's very unusual, but effective. However, i've learned necessary information and python tasks were useful and interesting. I'll take the next course and will see.
創建者 Nicolas T•
Great course! The idea of suggesting reading before the videos gives a huge boost to the depth of the class. This, with the "not-too-straightforward-quizzes", and the assignments, makes it a real deep class, from which I'll probably learn and retain more than most online courses. Good job!
創建者 Anton P•
It is a very well laid out and taught course. The instructors make the material accessible with a bit of a mathematics background, or a willingness to learn. I will be taking every machine learning course I can from AMII and the UofA if the rest of the courses are of the same quality.
創建者 DANTE K•
Teachers were very clear and so was the book. The only thing I feel could be improved is adding some coding exercises on Week 2 and 3 (there's only one at Week 1 and one at Week 4, with a Peer Reviewed assignment on Week 2 which was fun, but didn't feel as useful as coding exercises)
創建者 Sandesh J•
One of the best available courses on Reinforcement Learning. The instructors have explained all the underlying topics elegantly. Good blend of theory and numerical in assignments and programming problems. Moreover, the assignments have covered different perspectives on these topics.
創建者 sara s•
Excellent Course. Although it was only 4 weeks course, I learned more than reading an entirely dynamic programming book which might take more than 3 months for me. It was a well-presented course and I suggest this course to the ones that want to learn about Dynamic programming
創建者 Giulio C•
The book, on which this course is based, is a bible for reinforcement learning. Anyway, it could be hard to understand. The lectures of the course eliminate all doubts and consolidate all the concepts, ensuring a complete comprehension on the subject.
Great starting point for learning Reinforcement Learning. Anyone who is interested in the state-of-the-art RL techniques should take this course first, or they will have hard time getting through the more applied and sophisticated concepts found in the tech blogs or papers.
創建者 Majd W•
The thing that makes this course outstand among other Coursera courses is that it is based on a book. That gives you more information if you need it.
One problem that I guess will be solved in the future is that there is a bug in the Programming Assignment submission code.
創建者 Juan C E•
Excellent course. Excellent teachers. I love the introduction sections, in which you're presented what you'll learn in each video, and the summary section. The animated slides are also very professional. Very thorough coverage of the RL book. Congratulations!!!