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學生對 阿尔伯塔大学 提供的 Fundamentals of Reinforcement Learning 的評價和反饋

4.8
1,321 個評分
339 條評論

課程概述

Reinforcement Learning is a subfield of Machine Learning, but is also a general purpose formalism for automated decision-making and AI. This course introduces you to statistical learning techniques where an agent explicitly takes actions and interacts with the world. Understanding the importance and challenges of learning agents that make decisions is of vital importance today, with more and more companies interested in interactive agents and intelligent decision-making. This course introduces you to the fundamentals of Reinforcement Learning. When you finish this course, you will: - Formalize problems as Markov Decision Processes - Understand basic exploration methods and the exploration/exploitation tradeoff - Understand value functions, as a general-purpose tool for optimal decision-making - Know how to implement dynamic programming as an efficient solution approach to an industrial control problem This course teaches you the key concepts of Reinforcement Learning, underlying classic and modern algorithms in RL. After completing this course, you will be able to start using RL for real problems, where you have or can specify the MDP. This is the first course of the Reinforcement Learning Specialization....

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AT

Jul 07, 2020

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.

NH

Apr 08, 2020

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!

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301 - Fundamentals of Reinforcement Learning 的 325 個評論(共 338 個)

創建者 Christian J R F

Apr 02, 2020

Great course, I think theory is really well explained and book is great, but including more practice exercises is needed for this course to strengthen the learning of concepts.

創建者 Narendra G

Jun 05, 2020

The course is well developed, reading the reference book is the most important thing that you will do while taking this course. The delivery of both instructors seems robotic.

創建者 David S

Sep 27, 2019

It will be good to include more detailed examples and more practice exercices in week 2 and 3. Also to repair the week 4 submission.

Although, It is a good course.

創建者 Kashish T

Mar 28, 2020

Good understanding of the fundamentals and aptly paced. The programming assignments were very good if there were more like that the course could get better

創建者 Romesh M P

May 21, 2020

I really enjoyed the course, especially the guest segments (I got to know important people from that). Presenters did a good job but can be more relaxed.

創建者 Mahmmoud M

Sep 29, 2019

However, Missing the lectures of slide, the supported book is very good. The lectures are very simple and one can finish fast.

Thanks for teaching team.

創建者 Ramakrishnan.K

Jun 21, 2020

The fundamentals of Bandits and MDPs are well covered. A major plus is the way we are made to read the text book before attending the lectures.

創建者 Matthew C

Aug 24, 2019

Auto-grading of programming exercises did not work that well, but other than that, it was very instructive and well presented.

創建者 parham

Jul 06, 2020

there is so many great fundamental stuff here, with deep theoric background, but it lacks some practical approach

創建者 Christopher B C

Sep 08, 2019

I thought the lectures were informative, but the pacing could have been a bit faster to get through more content.

創建者 Rafael V M

Jul 15, 2020

Excellent course, with several practical examples of the theory being explained. I found week 3 a little dense.

創建者 Balsher S

Jul 10, 2020

Week 3 should be improved a bit. It is a bit confusing to understand. Btw Great course. Keep the good work up.

創建者 Sharmili S

Apr 15, 2020

Quizzes and assignments are a bit challenging. It might be easier if questions are better elucidated.

創建者 Daxkumar J

Feb 03, 2020

this is a basic course of the RL and its very great to learn with University Alberta.

創建者 Anirudh B

May 13, 2020

Needs more coding implementation according to me. But overall theory was good.

創建者 Zia M U D

May 04, 2020

Tutors are fantastic, but should also focus on programming not just on theory.

創建者 Mohamed H

Feb 14, 2020

I think it will be perfect if the board and pen are used to drive equations.

創建者 Maxim V

Jan 07, 2020

Good content, but most of it is in the textbook, not so much in the videos.

創建者 Sri R R

Apr 17, 2020

The course was cool but needed some more programming assignments.

創建者 Francisco R

Jun 15, 2020

Excellent in terms of learning the foundations of RL.

創建者 Jeroen v H

Oct 17, 2019

Quite theoretical. But a good base of the concepts.

創建者 Husam D

Nov 04, 2019

I wished there were more coding assignments

創建者 Shahram E

Jun 25, 2020

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創建者 Mark R

Oct 26, 2019

Interesting course.

創建者 배병선

Oct 31, 2019

Good!