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学生对 University of Alberta 提供的 Fundamentals of Reinforcement Learning 的评价和反馈

4.8
2,886 个评分

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

MN

Apr 11, 2024

The concepts may sound confusing in the beginning, but as you go forward you find it interesting and understanding. I suggest you completely read the reading assignments before watching the videos.

KS

Sep 1, 2019

All the concepts were well explained and this course was perhaps the best I have found for RL.Great efforts have been put into making the course and It goes well in line with the suggested textbook.

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351 - Fundamentals of Reinforcement Learning 的 375 个评论(共 688 个)

创建者 Pranjalya T

Jun 15, 2020

Wonderfully explained. Love the read first and then watch approach.

创建者 JeanLuc O

Jul 14, 2023

Very interesting content and nice delivery. Good difficulty level.

创建者 Farzad E b

Jul 17, 2022

I honestly think it was one of the best course I've ever enrolled.

创建者 DEEP P

Jul 8, 2020

Great learning Experience and really helpful lecturers and staff.

创建者 Alexander P

Sep 29, 2019

Nice introduction into RL with good practical examples in Python.

创建者 Pawel P

Aug 7, 2019

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

创建者 Marcin W

Sep 24, 2023

Must-be course for everyone who wants to have introduction to RL

创建者 Anfernee

Aug 21, 2020

A great introduction to RL for people who have little background

创建者 Jhonny I C O

Dec 9, 2019

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

创建者 Elton M G

Jun 26, 2025

Structured to help anyone 'really' grasp the fundamentals of RL

创建者 Shahabaj K

May 26, 2023

Course is very well designed. And it covers concept from basics

创建者 Markus S

Nov 10, 2020

Great course, but the online programming tool used really sucks

创建者 Cristian T

Oct 26, 2020

Great content, nicely presented! The included book also helps.

创建者 Volodymyr F

Mar 26, 2020

A perfect introductory course into Reinforcement Learning topic

创建者 Ba L

Jul 26, 2021

The best introduction into the world of Reinforcement Learning

创建者 khuongnd6

Jul 17, 2021

It is a great course to start learning reinforcement learning!

创建者 Yong C

Oct 31, 2019

It's good to learn about reinforcement learning in fundamental

创建者 Francois L

Nov 18, 2020

Excellent, it makes the book so much more easy to understand!

创建者 Francesco M

Aug 4, 2020

Extremely good: a stellar course for beginners in this field!

创建者 Tanay G

Jul 19, 2020

Really liked the way material was presented and learned a lot

创建者 Michel H

Jun 13, 2022

Awesome Course. Follows the great Sutton Book . Recommended!

创建者 Kunal S

Oct 10, 2021

Great course. The quizzes and assignments were also perfect.

创建者 Anubhav T

May 9, 2020

Excellent course to get introduced to Reinforcement Learning

创建者 Max L

May 4, 2020

Awesome! Clear instruction with interesting coding example!

创建者 Joost G

Mar 26, 2020

Interesting lectures and good quizzes+programming exercises.