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Sample-based Learning Methods(으)로 돌아가기

앨버타 대학교의 Sample-based Learning Methods 학습자 리뷰 및 피드백

4.8
378개의 평가
73개의 리뷰

강좌 소개

In this course, you will learn about several algorithms that can learn near optimal policies based on trial and error interaction with the environment---learning from the agent’s own experience. Learning from actual experience is striking because it requires no prior knowledge of the environment’s dynamics, yet can still attain optimal behavior. We will cover intuitively simple but powerful Monte Carlo methods, and temporal difference learning methods including Q-learning. We will wrap up this course investigating how we can get the best of both worlds: algorithms that can combine model-based planning (similar to dynamic programming) and temporal difference updates to radically accelerate learning. By the end of this course you will be able to: - Understand Temporal-Difference learning and Monte Carlo as two strategies for estimating value functions from sampled experience - Understand the importance of exploration, when using sampled experience rather than dynamic programming sweeps within a model - Understand the connections between Monte Carlo and Dynamic Programming and TD. - Implement and apply the TD algorithm, for estimating value functions - Implement and apply Expected Sarsa and Q-learning (two TD methods for control) - Understand the difference between on-policy and off-policy control - Understand planning with simulated experience (as opposed to classic planning strategies) - Implement a model-based approach to RL, called Dyna, which uses simulated experience - Conduct an empirical study to see the improvements in sample efficiency when using Dyna...

최상위 리뷰

KM

Jan 10, 2020

Really great resource to follow along the RL Book. IMP Suggestion: Do not skip the reading assignments, they are really helpful and following the videos and assignments becomes easy.

KN

Oct 03, 2019

Great course! The notebooks are a perfect level of difficulty for someone learning RL for the first time. Thanks Martha and Adam for all your work on this!! Great content!!

필터링 기준:

Sample-based Learning Methods의 71개 리뷰 중 26~50

교육 기관: Stewart A

Sep 03, 2019

Great course! Lots of hands-on RL algorithms. I'm looking forward to the next course in the specialization.

교육 기관: Roberto M

Mar 28, 2020

The course is well organized and teachers provide a lot of examples to facilitate comprehension.

교육 기관: Wang G

Oct 19, 2019

Very Nice Explanation and Assignment! Look forward the next 2 courses in this specialization!

교육 기관: Sodagreenmario

Sep 18, 2019

Great course, but there are still some little bugs that can be fixed in notebook assignments.

교육 기관: koji t

Oct 07, 2019

I made a lot of mistakes, but I learned a lot because of that.

It ’s a wonderful course.

교육 기관: Ofir E

Mar 22, 2020

Amazing course, truly academy-grade. And RL is such a fascinating topic!

교육 기관: Sourav G

Mar 10, 2020

It was a very good course. All the concepts were explained very well.

교육 기관: Li W

Mar 30, 2020

Very good introductions and practices to the classic RL algorithms

교육 기관: David P

Nov 03, 2019

Really a wonderful course! Very professional and high level.

교육 기관: Shi Y

Nov 10, 2019

最喜欢的Coursera课程之一,难度适中的RL课程,非常推荐,学习到了很多自学很难理解全面的知识。感谢老师和助教们!

교육 기관: Alex E

Nov 19, 2019

A fun an interesting course. Keep up the great work!

교육 기관: garcia b

Dec 31, 2019

very copacetic. excellent complement to the book

교육 기관: Ignacio O

Oct 13, 2019

Great, informative and very interesting course.

교육 기관: Ashish S

Sep 16, 2019

A good course with proper Mathematical insights

교육 기관: LIWANGZHI

Jan 15, 2020

A nice course with well-designed homework:)

교육 기관: Sriram R

Oct 21, 2019

Well done mix of theory and practice!

교육 기관: Luiz C

Sep 13, 2019

Great Course. Every aspect top notch

교육 기관: Alejandro D

Sep 19, 2019

Excellent content and delivery.

교육 기관: Pachi C

Dec 08, 2019

Great and fantastic course!!!

교육 기관: Rashid P

Nov 12, 2019

Best RL course ever done

교육 기관: Eleni F

Mar 15, 2020

i really enjoy it!

교육 기관: Tran Q M

Feb 17, 2020

wondrous course

교육 기관: Antonio P

Dec 13, 2019

Great Course

교육 기관: John H

Nov 10, 2019

It was good.

교육 기관: Sohail

Oct 07, 2019

Fantastic!