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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

2,181 個評分
532 條評論


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....



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.


This course is one of the best I've learned so far in coursera. The explanations are clear and concise enough. It took a while for me to understand Bellman equation but when I did, it felt amazing!


226 - Fundamentals of Reinforcement Learning 的 250 個評論(共 533 個)

創建者 Edwin N P P


It is well edited and oriented. However they go so fast and we cannot understand everything

創建者 Thomas N


Really exceptionally clear - I had to battle through some of the math, but it was worth it.

創建者 Sergio Z P


Very good course to learn, understand and apply the Fundamentals of Reinforcement Learning!

創建者 Zhongzhu Z


Amazing course. But a little bit easy for the people who have learnt RL's prior knowledge.

創建者 Weei D


This is an awesome course. Assignments are not that hard, and concepts are well explained.

創建者 Bartłomiej B


Awesome course with a lot of interesting knowledge presented and a lot of its applications

創建者 Wang G


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

創建者 John H


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

創建者 Eyal I


All the material is given in a clear manner, but not at the expense of going into depths.

創建者 Rohan S


Really great course for all the beginners who want to learn about Reinforcement Learning.

創建者 Ivan O C


Nice introduction to RL fundamentals... I think is a challenge topic but so exciting ...

創建者 Jerry H


Great introduction to Reinforcement Learning, interesting and covered a lot of material.

創建者 Maurice M


Excellent first introduction coursework is light Lectures are direct and to the point.

創建者 Mahmoud


Great intro with nice coding assignments that helps to understand the algorithms better

創建者 Sirusala N S


It is one of the best courses I have taken. The fundamentals were explained very well.

創建者 Hamed H


it was so useful since the lectures were brief and useful and Homeworks were suitable.

創建者 Abhijit R


I have learnt how to apply Reinforcement Learning to create an intelligent machine...

創建者 Tejas H V K


Simple Enough for anyone to understand and apply the same to any real world scenario.

創建者 Anubhab G


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

創建者 Jan B


A nice introduction into the fundamentals of RL. Not trivial, but certainly doable.

創建者 Rony A


Very good course for those who wants to learn some basis of reinforcement learning.

創建者 Giancarlo P S


The assignments let you implement the algorithms discussed in the book and videos.

創建者 Siddharth Y


Very good introduction to the world of reinforcement learning. Highly recommended.

創建者 Xunzhao Y


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

創建者 Nadarasar B


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