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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
405 個評分
114 個審閱

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....

熱門審閱

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 個評論(共 113 個)

創建者 Sohail

Oct 07, 2019

A wonderful introduction, very fun!

創建者 Wang G

Oct 09, 2019

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

創建者 Liuhui D

Oct 11, 2019

Nice lecture

創建者 Thiru T N B

Oct 13, 2019

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

創建者 Robert D

Oct 16, 2019

An excellent introduction to the subject of Reinforcement Learning, accompanied by a very clear text book. The python assignments in Jupyter notebooks are both informative and helpful.

創建者 VBz

Oct 22, 2019

Short videos, with list of objectives at the beginning and recap and the end, and clear explanations in between. In my opinion, all teachers should watch these videos to get an example on how good courses are done.

創建者 Gökhan A

Oct 22, 2019

This course is very benificial for the people who want to attempt to the area of reinforcement learning. People should regularly follow the book in parallel to video lectures to benefit from this course.

創建者 Chang, W C

Oct 24, 2019

I like the concept are represented in visualization way.

創建者 Max C

Oct 24, 2019

Got me kickstarted with RL pretty well. I tried reading the RL book myself previously, but having complementary lectures and assignments made all the difference.

創建者 Xunzhao Y

Nov 07, 2019

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

創建者 Carlos E A C

Nov 08, 2019

an excellent introductory course to RL

創建者 Alexander K

Nov 07, 2019

loved it

創建者 LUIS M G M

Oct 25, 2019

I started to read Sutton & Barto book this summer, and although I find it fantastic, some concepts were not 100% clear to me. This course has changed it dramatically. Now every concept is clear to me. This book is like reading a book with the support of very good explanations.

Let's go for the 2nd course in the specialitation!!!

創建者 Majd W

Oct 24, 2019

The thing that makes this course outstand among other Coursera courses is that it is based on a book. That gives you more information if you need it.

One problem that I guess will be solved in the future is that there is a bug in the Programming Assignment submission code.

創建者 Nikhil G

Oct 30, 2019

Great course!

創建者 David P

Oct 30, 2019

Really interesting course based on Sutton and Burto book

創建者 Abhijeet A

Nov 09, 2019

Really good course, and not for beginner.

創建者 Parsa V

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

創建者 Dario J G P

Nov 10, 2019

Great course!

創建者 AhmadrezaSheibanirad

Oct 27, 2019

This course is one of the great online course in Coursera which help people dig into reinforcement learning correctly.

創建者 Antonio P

Nov 11, 2019

Great introductional course on Reinforcement Learning

創建者 Yong C

Nov 01, 2019

It's good to learn about reinforcement learning in fundamental

創建者 Babak B

Nov 13, 2019

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

創建者 Raul D M

Nov 13, 2019

One of the best courses I've had on Coursera

創建者 Payam M

Nov 17, 2019

I learned a lot! Thanks