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Fundamentals of Reinforcement Learning に戻る

アルバータ大学(University of Alberta) による Fundamentals of Reinforcement Learning の受講者のレビューおよびフィードバック

4.8
652件の評価
167件のレビュー

コースについて

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....

人気のレビュー

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.

フィルター:

Fundamentals of Reinforcement Learning: 76 - 100 / 167 レビュー

by Justin S

Oct 06, 2019

Great class! Learned a lot with two really fun and enthusiastic professors. Looking forward to the next one.

by Tong Z

Oct 04, 2019

Good course in coherence with the book by Sutton and Barto (2018)! Better than reading the book alone.

by LIWANGZHI

Jan 05, 2020

A great introduction to RL. It provides ton of materials and makes everything clear at the same time.

by Lik M C

Jan 02, 2020

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

by Christos P

Dec 11, 2019

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

by Wang G

Oct 09, 2019

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

by John H

Sep 18, 2019

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

by Anubhab G

Jan 09, 2020

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

by Xunzhao Y

Nov 07, 2019

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

by Thiru T N B

Oct 13, 2019

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

by Joaquin T

Jan 24, 2020

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

by Lee, J

Jan 23, 2020

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

by Isuru S A

Oct 07, 2019

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

by Shangyu Y

Sep 20, 2019

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

by Babak B

Nov 13, 2019

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

by Tomasz M

Jan 06, 2020

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

Thanks guys.

by Umut Z

Nov 23, 2019

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

by YUAN D

Nov 05, 2019

Clearly explained! Highly organized! Abundant Rewards!

Thank you so much!!!

by Jay U

Jan 19, 2020

Very well designed course on the fundamentals of reinforcement learning.

by Enrique A

Dec 21, 2019

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

by Linggih S

Dec 08, 2019

challenging and fun. I understand better from the programming assignment

by Mathis V E

Jan 13, 2020

Good course, very clear introduction to relatively difficult concepts.

by Chad R

Dec 16, 2019

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

by KYUNGHANKYEOL

Nov 05, 2019

Nice programming assignments. They make me understand really better.

by Alexander P

Sep 29, 2019

Nice introduction into RL with good practical examples in Python.