返回到 Bayesian Statistics: From Concept to Data Analysis

4.6

1,818 个评分

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470 个审阅

This course introduces the Bayesian approach to statistics, starting with the concept of probability and moving to the analysis of data. We will learn about the philosophy of the Bayesian approach as well as how to implement it for common types of data. We will compare the Bayesian approach to the more commonly-taught Frequentist approach, and see some of the benefits of the Bayesian approach. In particular, the Bayesian approach allows for better accounting of uncertainty, results that have more intuitive and interpretable meaning, and more explicit statements of assumptions. This course combines lecture videos, computer demonstrations, readings, exercises, and discussion boards to create an active learning experience. For computing, you have the choice of using Microsoft Excel or the open-source, freely available statistical package R, with equivalent content for both options. The lectures provide some of the basic mathematical development as well as explanations of philosophy and interpretation. Completion of this course will give you an understanding of the concepts of the Bayesian approach, understanding the key differences between Bayesian and Frequentist approaches, and the ability to do basic data analyses....

Sep 01, 2017

Good intro to Bayesian Statistics. Covers the basic concepts. Workload is reasonable and quizzes/exercises are helpful. Could include more exercises and additional backgroung/future reading materials.

Jun 27, 2018

Great course. The content moves at a nice pace and the videos are really good to follow. The Quizzes are also set at a good level. You can't pass this course unless you have understood the material.

筛选依据：

创建者 Davide V

•Jan 21, 2017

Short but sweet. This course is a good introduction to the subject. I particularly liked the instructor and the design of the tests, which are really complementary to the learning material and are really helpful to put in practice the somewhat abstract theory. The supplementary material is also well done. It would be nice to have a course book to follow though as referring to videos is not always easy.

创建者 Harold X

•Sep 22, 2016

The course content is concise and straightforward. For novices it is very helpful

创建者 Ali B

•Nov 26, 2017

The course is useful, especially for beginners in stat area.

创建者 Хожиматова К

•Nov 27, 2016

Everything was perfect beginning from explonations and ending with materials

创建者 Pawel B

•Apr 03, 2018

Interesting course providing you with a well-paced start into Bayesian Statistics.

创建者 Fabian S

•Jan 18, 2018

A great introduction to Bayesian Statistics for everyone who has some basic knowledge of calculus and is familiar with the fundamentals of probability theory.

创建者 思莹 王

•May 08, 2017

It's very amazing!

创建者 Vinicius P d A

•Apr 19, 2017

Very good!

创建者 Zito R

•Feb 27, 2018

Excellent!

创建者 Tú A N

•Mar 20, 2018

Good start for getting familiar with Bayesian Statistics . I learned a lot .

创建者 Christoph J

•Jul 28, 2017

Really enjoyed it. Right level of difficulty and very well explained

创建者 Бызов А

•May 27, 2018

Marvellous course! Thank you very much! I would really appreciate, if you'll create an advanced version of this course

创建者 Zotov A V

•Nov 21, 2016

I want more practice programming tasks for this course.

创建者 Galley D

•Sep 11, 2017

Outstanding course to understand Bayesian statistics. Teacher is very pedagogical and the course delivery with equations written on the transparent board make everything easy to follow.

As an area for development, I would have like more information on Bayesian linear regression in week 4, through background lecture or dedicated video.

创建者 Brandon H

•Mar 07, 2018

This is a great course! Much better (and cheaper) than the course I took in grad school. Full of practical knowledge, and isn't too overwhelming on the mathematics/statistical theory. It's just right. Good for anyone interested in Bayesian statistics, though some background with probability distributions may help climb the learning curve.

创建者 Rigoberto J M A

•Nov 06, 2017

Excellent.

创建者 ENRICO S

•Aug 17, 2017

Great course. I was more confident in frequentist than Bayesian one so, I found this course very enlightening for me and topics' structure has never been boring.

创建者 Samrat S

•Jul 07, 2017

Awesome.. Good overview, but the concepts are much deeper, the second part is also must.

创建者 Chris

•May 14, 2017

great course. gave me a much more intuitive feel and confidence for bayesian analysis.

创建者 Jose P C

•Nov 07, 2017

I've learned how to process data and analyze data from studies, that's a wonderful ability I think everybody should try to learn in order to not get manipulated by the media. Thanks for this course!

创建者 Mehdi H

•Nov 11, 2017

I really liked the course and the instructor.

创建者 Yitian L L

•Jun 25, 2017

VERY INSIGHTFUL AND INSTRUCTIVE

创建者 luiz.cunha@axa-im.com

•Mar 22, 2018

A great course, very clear, well presented. Most of knowledge for the time invested

创建者 Efren S

•Dec 18, 2017

Great stuff!

创建者 Frank K

•Jul 01, 2017

Taking this course hase been fun. The material is presented in a clear and structured way, the Tests help to understand and deepen the knowledge. I can recommend it.