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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
2,040 個評分
511 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
2020年7月6日

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
2020年4月7日

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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201 - Fundamentals of Reinforcement Learning 的 225 個評論(共 509 個)

創建者 Weihan S

2021年3月21日

Really really good course. Well organized for beginners but end with depth and right amount of practices.

創建者 Shahryar R

2021年2月21日

Great introduction to reinforcement learning as someone without prior in-depth machine learning exposure.

創建者 Yoshua A N C

2021年1月18日

Really well prepared course. Concise, well explained, nice exercises. Looking forward to the next one!

創建者 Tong Z

2019年10月3日

Good course in coherence with the book by Sutton and Barto (2018)! Better than reading the book alone.

創建者 LIWANGZHI

2020年1月5日

A great introduction to RL. It provides ton of materials and makes everything clear at the same time.

創建者 Louis H

2021年2月23日

I really appreciated the contents as well as the pedagogical efforts, this is outstanding teaching !

創建者 RANASINGHE A T S

2021年6月27日

G​reat course. You can get the mathematical background of reinforcemet learning through this course

創建者 Michel D

2020年12月13日

Great class with short focussed videos that highlight key concepts, perfect complement to the book!

創建者 S. K G P

2020年5月1日

It is a perfect, engaging and very information course. I thoroughly enjoyed it and learned a lot!!

創建者 shivansh n

2020年9月21日

Its tougher than the other courses I have taken on ML and DL. Provides a solid foundation for RL

創建者 MIN H H _

2020年9月4日

Very informative and challenging for beginners who are starting to learn Reinforcement Learning.

創建者 Lik M C

2020年1月2日

It is a great course! The concepts are elaborated very clear. The materials are well prepared.

創建者 Christos P

2019年12月11日

Great reading material and videos. The assignments really help to better understand the theory.

創建者 SARVESH P

2021年5月2日

Excellent way of teaching and good assignments. Had a lot of fun and learnt a lot too! Thanks!

創建者 Bhavya G G

2021年4月14日

Great course. With the combination of the book attached, you can understand everything clearly

創建者 Roberto M

2020年3月26日

I really appreciated the course. Explanations are very clear and the material is well thought.

創建者 Prachi S

2021年2月2日

I got to learn the basics of Reinforcement Learning in a very easy and understandable manner.

創建者 Edwin N P P

2021年5月15日

It is well edited and oriented. However they go so fast and we cannot understand everything

創建者 Thomas N

2020年8月28日

Really exceptionally clear - I had to battle through some of the math, but it was worth it.

創建者 Sergio Z P

2020年4月9日

Very good course to learn, understand and apply the Fundamentals of Reinforcement Learning!

創建者 Weei D

2020年10月19日

This is an awesome course. Assignments are not that hard, and concepts are well explained.

創建者 Bartłomiej B

2020年4月18日

Awesome course with a lot of interesting knowledge presented and a lot of its applications

創建者 Wang G

2019年10月9日

Very detailed explanations in the foundations of RL. Thanks both lecturers and the staffs!

創建者 John H

2019年9月17日

Very good, I suggest reading the text closely and doing exercises to get the most benefit.

創建者 Eyal I

2021年1月14日

All the material is given in a clear manner, but not at the expense of going into depths.