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学生对 University of Alberta 提供的 Fundamentals of Reinforcement Learning 的评价和反馈

4.8
2,886 个评分

课程概述

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....

热门审阅

SM

May 6, 2023

Excellent course, with a very nice presentation style, both the professors are excellent in their presentations and the material is well researched and delivered. A very valuable course.

HT

Apr 7, 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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626 - Fundamentals of Reinforcement Learning 的 650 个评论(共 688 个)

创建者 Avishai B

Feb 15, 2022

This is a good course, the problem I see is that it is not covering enough material for the cost

创建者 Arthur

Nov 24, 2020

Great course, yet a bit superficial. If you want to understand details, you have grind on your own.

创建者 Leo M

Aug 23, 2022

It was very interesting. However, I found that a few of the quiz questions were not super clear.

创建者 Aze A

Dec 10, 2020

I enjoyed the course, especially week 3 and week 4 materials. I would have like more examples.

创建者 Muzammil H R

Sep 25, 2022

In the programming assignments, there should be access to libraries of agent environment etc.

创建者 Fateme S

Jul 28, 2022

Thanks for the amazing course! It would be great if we had access to the lecture slides.

创建者 Nga T

Dec 26, 2021

I dont understand the two games in this course. I have no idea how to mark them as done.

创建者 Daxkumar J

Feb 2, 2020

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

创建者 Simon N

Dec 20, 2020

Very good introduction. Helps you get through Sutton and Barto (free pdf supplied).

创建者 חן א

Feb 22, 2023

Enjoyed very much. A very good starting point for RL. Intend to continue further.

创建者 Anirudh B

May 13, 2020

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

创建者 Zia M U D

May 3, 2020

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

创建者 Mohamed H

Feb 14, 2020

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

创建者 Maxim V

Jan 6, 2020

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

创建者 Eli K

Oct 31, 2021

Programming exercises teach the material a lot better than quizzes

创建者 Sri R R A

Apr 16, 2020

The course was cool but needed some more programming assignments.

创建者 Cha S

Dec 12, 2024

Very good but slightly outdated/overkill in the age of DQL

创建者 Mohamed M S

Aug 4, 2024

it s very interesting course with exellent way to instruct

创建者 Francisco J R A

Jun 15, 2020

Excellent in terms of learning the foundations of RL.

创建者 袁之日

Mar 29, 2021

There could be more coding examples for each module.

创建者 Jeroen v H

Oct 17, 2019

Quite theoretical. But a good base of the concepts.

创建者 Rupesh S

Oct 6, 2022

More elaboration on the maths part will help.

创建者 Luis G B

Nov 7, 2022

Good, but it just introduce the fundamentals

创建者 Husam D

Nov 4, 2019

I wished there were more coding assignments

创建者 Shahram E

Jun 25, 2020

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