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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
2,138 個評分
529 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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226 - Fundamentals of Reinforcement Learning 的 250 個評論(共 529 個)

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 Zhongzhu Z

2021年8月20日

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

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.

創建者 Rohan S

2020年8月7日

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

創建者 Ivan O C

2021年6月27日

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

創建者 Jerry H

2020年11月18日

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

創建者 Maurice M

2021年6月30日

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

創建者 Mahmoud

2021年5月5日

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

創建者 Sirusala N S

2020年7月4日

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

創建者 Hamed H

2020年5月18日

it was so useful since the lectures were brief and useful and Homeworks were suitable.

創建者 Abhijit R

2021年4月7日

I have learnt how to apply Reinforcement Learning to create an intelligent machine...

創建者 Tejas H V K

2020年8月5日

Simple Enough for anyone to understand and apply the same to any real world scenario.

創建者 Anubhab G

2020年1月9日

A solid foundation for RL and great pedagogical explanations!!! Highly recommended!!

創建者 Jan B

2021年9月19日

A nice introduction into the fundamentals of RL. Not trivial, but certainly doable.

創建者 Rony A

2020年6月21日

Very good course for those who wants to learn some basis of reinforcement learning.

創建者 Giancarlo P S

2020年9月24日

The assignments let you implement the algorithms discussed in the book and videos.

創建者 Siddharth Y

2020年3月22日

Very good introduction to the world of reinforcement learning. Highly recommended.

創建者 Xunzhao Y

2019年11月7日

The class is quite well organized. Instruction is clear and textbook is excellent.

創建者 Nadarasar B

2019年10月12日

Awesome course which drills in the fundamental concepts of reinforcement learning.

創建者 Johannes

2021年9月6日

Very well-structured course with great practical exercises and challenging tests.