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

4.8
stars
2,881 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

KS

Sep 2, 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.

MN

Apr 12, 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.

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476 - 500 of 687 Reviews for Fundamentals of Reinforcement Learning

By Akram Y

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Jun 18, 2020

Nice and informative course

By Heidy A B

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May 7, 2025

Muy interesante y completo

By Aissa B

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Jun 15, 2024

Amazing Course. Thank you!

By Wong H S

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Jul 3, 2020

Really good course content

By Andrew D G

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Aug 25, 2019

A really excellent course!

By Ali N

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Sep 23, 2023

It was really fundamental

By Shaji, N

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Aug 14, 2019

It is the perfect course.

By Zaur A

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May 4, 2025

陌T 陌S REALLY FASC陌NAT陌NG

By Olga W

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Jul 23, 2020

Very good for developers

By reza h

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Feb 15, 2025

A course without rivals

By Steven H

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Jun 24, 2020

Excellent course on RL!

By Payam M

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Nov 17, 2019

I learned a lot! Thanks

By Ashish S

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Sep 8, 2019

learned a lot, thanks !

By Nataliia O

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Aug 5, 2024

a very engaging course

By Sergey M

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Oct 13, 2021

Well organized course!

By Aswin R S

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May 2, 2020

Good introdution to RL

By Shenyi W

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Mar 2, 2020

It's worth to learn it

By yoosung b

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Oct 10, 2022

very good lectures !

By Baorui W

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May 24, 2020

it's really practical

By Marvin F

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Aug 3, 2019

Good introduction :-)

By Fabrice L

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Nov 15, 2020

Very well explained.

By Hamora H

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Aug 13, 2020

Very Good for me :)!

By 靻§鞓�

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Apr 14, 2020

thx for good lecture

By Vajra G

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Apr 2, 2020

The best RL course!

By Jardell S

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Dec 23, 2022

Excellent course.