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A Complete Reinforcement Learning System (Capstone)(으)로 돌아가기

앨버타 대학교의 A Complete Reinforcement Learning System (Capstone) 학습자 리뷰 및 피드백

549개의 평가
115개의 리뷰

강좌 소개

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....

최상위 리뷰


2020년 4월 27일

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.


2020년 2월 26일

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.

필터링 기준:

A Complete Reinforcement Learning System (Capstone)의 116개 리뷰 중 51~75

교육 기관: Jose M R F

2020년 9월 16일

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

교육 기관: Tyler B

2020년 8월 2일

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

교육 기관: Casey S S

2021년 2월 11일

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

교육 기관: Mathew

2020년 6월 7일

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

교육 기관: Masashi K

2021년 1월 16일

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

교육 기관: Gustavo B T S

2020년 6월 3일

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

교육 기관: koji t

2019년 11월 17일

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

교육 기관: Hugo T K

2020년 8월 18일

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

교육 기관: Roberto M

2020년 3월 29일

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

교육 기관: Bhargav D P

2020년 7월 9일

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

교육 기관: DEEP P

2020년 7월 8일

Great learning Experience and really helpful lecturers and staff.

교육 기관: Guillaume C

2020년 5월 14일

Great online course with a good mix between theory and practice

교육 기관: Cheuk L Y

2020년 7월 9일

A great showcase of the power of deep reinforcement learning!

교육 기관: Steve Z

2021년 7월 13일

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

교육 기관: Michael S

2020년 6월 6일

Great exercise in practical implementation of basic RL.

교육 기관: charles l

2021년 1월 28일

absolutely the best course I ever had on coursera

교육 기관: Chamani S

2021년 1월 30일

Many thank you for this valuable lesson. !!!

교육 기관: Antonis S

2020년 6월 20일

Thank you for this wonderful RL journey!

교육 기관: Yu G

2021년 1월 23일

Easy-to-pass, worthwhile taking course.

교육 기관: 석박통합김한준

2020년 4월 27일

Never be replaced! Thank you so much!

교육 기관: Andrew D G

2019년 11월 14일

Excellent course and specialization

교육 기관: Kai B

2021년 4월 25일

Awesome course! Well put together.

교육 기관: Fintan K

2020년 11월 24일

Brilliant Course All Round!

교육 기관: RICARDO A F S

2020년 11월 22일

Let's go to the moon!

교육 기관: Ryan

2021년 3월 4일

Thank you very much!