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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
597 个评分
150 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

PV

Nov 10, 2019

I understood all the necessary concepts of RL. I've been working on RL for some time now, but thanks to this course, now I have more basic knowledge about RL and can't wait to watch other courses

AB

Sep 07, 2019

Concepts are bit hard, but it is nice if you undersand it well, espically the bellman and dynamic programming.\n\nSometimes, visualizing the problem is hard, so need to thoroghly get prepared.

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76 - Fundamentals of Reinforcement Learning 的 100 个评论(共 148 个)

创建者 Xunzhao Y

Nov 07, 2019

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

创建者 Thiru T N B

Oct 13, 2019

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

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 Lee, J

Jan 23, 2020

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

创建者 Isuru S A

Oct 07, 2019

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

创建者 Shangyu Y

Sep 20, 2019

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

创建者 Babak B

Nov 13, 2019

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

创建者 Tomasz M

Jan 06, 2020

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

Thanks guys.

创建者 Umut Z

Nov 23, 2019

Great content and instructors. Could use some more programming assignments.

创建者 YUAN D

Nov 05, 2019

Clearly explained! Highly organized! Abundant Rewards!

Thank you so much!!!

创建者 Jay U

Jan 19, 2020

Very well designed course on the fundamentals of reinforcement learning.

创建者 Enrique A

Dec 21, 2019

Awesome. Concepts are easy-to-digest and the explanations are masterful!

创建者 Linggih S

Dec 08, 2019

challenging and fun. I understand better from the programming assignment

创建者 Mathis V E

Jan 13, 2020

Good course, very clear introduction to relatively difficult concepts.

创建者 Chad R

Dec 16, 2019

great course. follows a good RL textbook that covers the fundamentals

创建者 KYUNGHANKYEOL

Nov 05, 2019

Nice programming assignments. They make me understand really better.

创建者 Alexander P

Sep 29, 2019

Nice introduction into RL with good practical examples in Python.

创建者 Pawel P

Aug 07, 2019

I've enjoyed it. It pushes me to do stuff and not to cut corners.

创建者 Jhonny I C O

Dec 10, 2019

Last week of this course was nice, great programming assignment.

创建者 Yong C

Nov 01, 2019

It's good to learn about reinforcement learning in fundamental

创建者 Marius L

Sep 05, 2019

Engaging, challenging, and the math was just doable. Thanks.

创建者 Oleksandr M

Oct 06, 2019

Great course! Good explanations, interesting assignments.

创建者 Garrett S

Aug 10, 2019

Explained in a very simple way, with helpful assignments.

创建者 David P

Oct 30, 2019

Really interesting course based on Sutton and Burto book

创建者 Chang, W C

Oct 24, 2019

I like the concept are represented in visualization way.