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

4.8
2,336 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:

251 - Fundamentals of Reinforcement Learning 的 275 个评论(共 562 个)

创建者 Hamed H

May 18, 2020

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

创建者 Abhijit R

Apr 7, 2021

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

创建者 Tejas H V K

Aug 5, 2020

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

创建者 Anubhab G

Jan 9, 2020

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

创建者 Jan B

Sep 19, 2021

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

创建者 Rony A

Jun 21, 2020

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

创建者 Giancarlo P S

Sep 24, 2020

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

创建者 Siddharth Y

Mar 22, 2020

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

创建者 Xunzhao Y

Nov 7, 2019

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

创建者 Nadarasar B

Oct 12, 2019

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

创建者 Johannes

Sep 6, 2021

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

创建者 Joaquin T

Jan 24, 2020

Extremely easy to follow, yet full of information. The book is a fabulous bonus.

创建者 Jaeyoung L

Jan 22, 2020

Very understandable explaination! I was able to understand the fundamental of RL.

创建者 Prince J

Dec 22, 2020

The exercises are challenging but the explanations are good and I learned a lot!

创建者 Roger H

Jun 26, 2020

I really liked the course. Very complete and the assignments were comprehensive.

创建者 Varun K R K

May 15, 2021

I highly recommend joining this entire specialization, not just this one course

创建者 Jairo A J F

Mar 10, 2021

I think this is a great introductory course! Thank you so much instructors! =)

创建者 ANUGULA R N A

Oct 16, 2020

very useful for the begginer of RL Learners which consists concrete foundations

创建者 Isuru S A

Oct 6, 2019

Superb explanation & also give the deep knowledge in math behind the theories.

创建者 Shangyu Y

Sep 19, 2019

Really impressive! These courses are pretty good and were illustrated in detail

创建者 Henry H

Jun 24, 2021

Creates a strong foundation for RL, looking forward to the rest of the course.

创建者 Babak B

Nov 13, 2019

It provides a great introduction to RL and fundamental concepts in this area.

创建者 JERSON S S

Oct 23, 2020

Excellent course. Really helped me to get started on Reinforcement Learning.

创建者 amanjot k

May 18, 2020

This course covers the core concepts in a detailed and comprehensive manner.

创建者 Tomasz M

Jan 6, 2020

Great course, created with passion and respect for the students!

Thanks guys.