Chevron Left
Back to Fundamentals of Reinforcement Learning

Learner Reviews & Feedback for Fundamentals of Reinforcement Learning by University of Alberta

4.8
stars
2,713 ratings

About the Course

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....

Top reviews

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.

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.

Filter by:

601 - 625 of 653 Reviews for Fundamentals of Reinforcement Learning

By Arthur

Nov 24, 2020

Great course, yet a bit superficial. If you want to understand details, you have grind on your own.

By Leo M

Aug 23, 2022

It was very interesting. However, I found that a few of the quiz questions were not super clear.

By Azucena A

Dec 10, 2020

I enjoyed the course, especially week 3 and week 4 materials. I would have like more examples.

By Muzammil H R

Sep 25, 2022

In the programming assignments, there should be access to libraries of agent environment etc.

By Fateme S

Jul 28, 2022

Thanks for the amazing course! It would be great if we had access to the lecture slides.

By Nga T

Dec 27, 2021

I dont understand the two games in this course. I have no idea how to mark them as done.

By Daxkumar J

Feb 3, 2020

this is a basic course of the RL and its very great to learn with University Alberta.

By Simon N

Dec 20, 2020

Very good introduction. Helps you get through Sutton and Barto (free pdf supplied).

By חן א

Feb 22, 2023

Enjoyed very much. A very good starting point for RL. Intend to continue further.

By Anirudh B

May 13, 2020

Needs more coding implementation according to me. But overall theory was good.

By Zia M U D

May 4, 2020

Tutors are fantastic, but should also focus on programming not just on theory.

By Mohamed H

Feb 14, 2020

I think it will be perfect if the board and pen are used to drive equations.

By Maxim V

Jan 6, 2020

Good content, but most of it is in the textbook, not so much in the videos.

By Eli K

Oct 31, 2021

Programming exercises teach the material a lot better than quizzes

By Sriram S

Apr 17, 2020

The course was cool but needed some more programming assignments.

By Francisco J R A

Jun 15, 2020

Excellent in terms of learning the foundations of RL.

By 袁之日

Mar 29, 2021

There could be more coding examples for each module.

By Jeroen v H

Oct 17, 2019

Quite theoretical. But a good base of the concepts.

By Rupesh S

Oct 6, 2022

More elaboration on the maths part will help.

By Luis G B

Nov 7, 2022

Good, but it just introduce the fundamentals

By Husam D

Nov 4, 2019

I wished there were more coding assignments

By Shahram E

Jun 25, 2020

c

o

u

l

d

b

e

w

i

t

h

m

o

r

e

e

x

a

m

p

l

e

a

n

d

t

e

a

c

h

b

y

c

o

d

i

n

g

By Matin S

Jan 13, 2022

it was a bit hard in code assignments

By Deleted A

Oct 26, 2019

Interesting course.

By Arnaud 3

Oct 10, 2021

good course