Chevron Left
返回到 Fundamentals of Reinforcement Learning

学生对 阿尔伯塔大学 提供的 Fundamentals of Reinforcement Learning 的评价和反馈

4.8
2,333 个评分
557 条评论

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

AT

Jul 6, 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.

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!

筛选依据:

226 - Fundamentals of Reinforcement Learning 的 250 个评论(共 562 个)

创建者 Michel D

Dec 13, 2020

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

创建者 S. K G P

May 1, 2020

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

创建者 shivansh n

Sep 21, 2020

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

创建者 MIN H H _

Sep 4, 2020

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

创建者 Lik M C

Jan 2, 2020

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

创建者 Christos P

Dec 11, 2019

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

创建者 SARVESH P

May 2, 2021

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

创建者 Bhavya G G

Apr 14, 2021

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

创建者 Roberto M

Mar 26, 2020

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

创建者 Prachi S

Feb 2, 2021

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

创建者 Edwin N P P

May 15, 2021

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

创建者 Thomas N

Aug 28, 2020

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

创建者 Sergio Z P

Apr 9, 2020

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

创建者 Zhongzhu Z

Aug 20, 2021

Amazing course. But a little bit easy for the people who have learnt RL's prior knowledge.

创建者 Weei D

Oct 19, 2020

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

创建者 Bartłomiej B

Apr 18, 2020

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

创建者 Wang G

Oct 9, 2019

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

创建者 John H

Sep 17, 2019

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

创建者 Eyal I

Jan 14, 2021

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

创建者 Rohan S

Aug 7, 2020

Really great course for all the beginners who want to learn about Reinforcement Learning.

创建者 Ivan O C

Jun 27, 2021

Nice introduction to RL fundamentals... I think is a challenge topic but so exciting ...

创建者 Jerry H

Nov 18, 2020

Great introduction to Reinforcement Learning, interesting and covered a lot of material.

创建者 Maurice M

Jun 30, 2021

Excellent first introduction coursework is light Lectures are direct and to the point.

创建者 Mahmoud M A M

May 5, 2021

Great intro with nice coding assignments that helps to understand the algorithms better

创建者 Sirusala N S

Jul 4, 2020

It is one of the best courses I have taken. The fundamentals were explained very well.