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学生对 阿尔伯塔大学 提供的 A Complete Reinforcement Learning System (Capstone) 的评价和反馈

562 个评分


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....



Apr 27, 2020

This is the final chapter. It is one of the easiest and it was fun doing that lunar landing project. This specialisation is the best for a person taking baby steps in the reinforcement learning.


Feb 26, 2020

Great course for learning the fundamentals. I liked that it tied into function approximation for deep reinforcement learning. The text book made the fundamental concepts more clear.


51 - A Complete Reinforcement Learning System (Capstone) 的 75 个评论(共 120 个)

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 koji t

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 D 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

创建者 Cheuk L Y

Jul 9, 2020

A great showcase of the power of deep reinforcement learning!

创建者 Steve Z

Jul 13, 2021

T​hank you so much for creating this specialization! - Steve

创建者 Michael S

Jun 6, 2020

Great exercise in practical implementation of basic RL.

创建者 charles l

Jan 28, 2021

absolutely the best course I ever had on coursera

创建者 Chamani S

Jan 30, 2021

Many thank you for this valuable lesson. !!!

创建者 Antonis S

Jun 20, 2020

Thank you for this wonderful RL journey!

创建者 Yu G

Jan 23, 2021

Easy-to-pass, worthwhile taking course.

创建者 석박통합김한준

Apr 27, 2020

Never be replaced! Thank you so much!

创建者 Andrew D G

Nov 14, 2019

Excellent course and specialization

创建者 Kai B

Apr 25, 2021

Awesome course! Well put together.