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学生对 University of Alberta 提供的 A Complete Reinforcement Learning System (Capstone) 的评价和反馈

4.7
649 个评分

课程概述

In this final course, you will put together your knowledge from Courses 1, 2 and 3 to implement a complete RL solution to a problem. This capstone will let you see how each component---problem formulation, algorithm selection, parameter selection and representation design---fits together into a complete solution, and how to make appropriate choices when deploying RL in the real world. This project will require you to implement both the environment to stimulate your problem, and a control agent with Neural Network function approximation. In addition, you will conduct a scientific study of your learning system to develop your ability to assess the robustness of RL agents. To use RL in the real world, it is critical to (a) appropriately formalize the problem as an MDP, (b) select appropriate algorithms, (c ) identify what choices in your implementation will have large impacts on performance and (d) validate the expected behaviour of your algorithms. This capstone is valuable for anyone who is planning on using RL to solve real problems. To be successful in this course, you will need to have completed Courses 1, 2, and 3 of this Specialization or the equivalent. By the end of this course, you will be able to: Complete an RL solution to a problem, starting from problem formulation, appropriate algorithm selection and implementation and empirical study into the effectiveness of the solution....

热门审阅

YB

May 14, 2020

Great Course. But, it would be much more fun if the programming assignments were implemented in for instance tensorflow or pytorch!

RR

Aug 2, 2020

One of the most amazing set of courses that I have ever been through. This neither makes the stuff look difficult nor does it compromise on quality, absolutely the best.

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51 - A Complete Reinforcement Learning System (Capstone) 的 75 个评论(共 130 个)

创建者 Rishi R

Aug 3, 2020

One of the most amazing set of courses that I have ever been through. This neither makes the stuff look difficult nor does it compromise on quality, absolutely the best.

创建者 Rajendra A

Jun 1, 2021

Excellent specialization course with step by step capstone project. This specialization gave me confidence and a way to understand, learn and explore more on RL topics.

创建者 Yancheng O

Apr 18, 2020

The project seems to be complicated at first glance, but the notebook will guide you through the implementation, and you will know what you are doing eventually.

创建者 Gordon L W C

Apr 4, 2020

The course is applicative in real world projects. I think it is a very good choice for any one that is interested to learn how to apply reinforcement learning.

创建者 İbrahim Y

Oct 11, 2020

The last course of the specialization provides full implementation of built knowledge by the previous lessons so it is well designed for the capstone project.

创建者 Leonardo D

Jun 14, 2020

I was awesome to learn the theory and apply different RL algorithms successfully to solve basic problems that would be really hard to accomplish without RL.

创建者 Mohamed S R I

Mar 26, 2020

Thanks a lot for offering this specialization! I really enjoyed watching the videos and working on the assignments while exploring various topics of RL.

创建者 Jicheng F

Jul 11, 2020

Strongly recommend this course to others. The project could be a little more challenging though. Thanks, Martha, Adam, and RAs, for your good teaching!

创建者 Julien T

Dec 15, 2020

Great great course, very comprehensive, does give strong foundations in Reinforcement Learning. The difficulty of the assignments is well balanced.

创建者 Giulio C

Oct 13, 2020

The course is well constructed guiding you till the end of the project. Maybe it would be funny to see our own agent failing and learning.

创建者 Pabel C M

Apr 30, 2021

This course was not as heavy as the other three courses, but I found it very valuable. It was great to put everything in action.

创建者 Jose M R F

Sep 16, 2020

Short but useful course to learn all the details about the implementation side of the concepts learned along the Specialization.

创建者 Tyler B

Aug 2, 2020

Excellent Course. Completed specialization in 3 weeks, and deeply understood concepts from Sutton & Barto 2nd Ed. Thank you!

创建者 Casey S S

Feb 11, 2021

It was a good review, but would have preferred a course which allowed me to design my own agent on my own problem.

创建者 Mathew

Jun 7, 2020

Very well structured and a great compliment to the Reinforcement Learning (2nd Edition) book by Sutton and Barto.

创建者 Masashi K

Jan 16, 2021

It was really a great course! Great thanks to Martha-san and Adam-san for providing it, and I really enjoyed it!

创建者 Gustavo B T S

Jun 3, 2020

Excellent course!! The first lesson are more theoretical but they build a solid base for the practical ones.

创建者 Farzad E b

Aug 8, 2022

This course and this specialization was a great experience for me!

I really enjoyed it

创建者 Lovro S

Sep 6, 2022

fantastic course, definitely not easy, but very nice challenge and new knowledge

创建者 高橋耕司

Nov 17, 2019

This course was the best course for me as a beginner in reinforcement learning.

创建者 Hugo T K

Aug 18, 2020

Thanks for this course. Gives a very solid basis to delve into the subject!

创建者 Roberto M

Mar 29, 2020

The project is well structured and very helpful to connect all the dots

创建者 bhargav p

Jul 9, 2020

It was tough. but provides best practice for the prior 3 courses.

创建者 DEEP P

Jul 8, 2020

Great learning Experience and really helpful lecturers and staff.

创建者 Guillaume C

May 14, 2020

Great online course with a good mix between theory and practice