Вернуться к Bayesian Statistics: From Concept to Data Analysis

4.6

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Оценки: 1,870

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Рецензии: 486

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.

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автор: Madhu S

•Feb 17, 2018

Nice introductory course. Some mathematics skills needed to fully appreciate.

автор: Ying

•Jun 28, 2017

This is a very useful course for people to do the data analysis in astronomy.

автор: Tomáš B

•Sep 08, 2016

Short, simple and clear explanations. I only regret the course is not longer.

автор: Tú A N

•Mar 20, 2018

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

автор: Хожиматова К

•Nov 27, 2016

Everything was perfect beginning from explonations and ending with materials

автор: Priyabrata D

•Feb 11, 2019

best course for the beginners who want to get started on bayesian inference

автор: Derek Y

•Apr 09, 2017

The whole course is not bad. More examples in the classes would be helpful.

автор: Usman Q

•Mar 15, 2019

Fun & interesting cass! Not trivial, so take good notes as you go along.

автор: Juan M R

•Aug 26, 2017

It is very useful to acquire a basic knowledge about Bayesian statistic.

автор: Vikramnath V

•Aug 22, 2016

Excellent lectures by Herbert Lee. Great intuitive content for learners.

автор: Niklas J

•Nov 21, 2018

Good and clear course. I was impressed by the quality of the material.

автор: Nicolas R

•Jan 13, 2017

An excellent course, it opened a new perspective on statistics for me.

автор: Marius K

•Sep 29, 2016

Great Course! The material is very well presented. Highly recommended.

автор: howcanimove@gmail.com

•Jan 21, 2017

Very useful lesson! give me a new perspective on daily data analysis.

автор: Christoph J

•Jul 28, 2017

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

автор: Anil K A

•Jun 04, 2017

Leaned a new perspective to understanding uncertainty. Thanks a lot!

автор: Mauricio B

•Sep 16, 2019

A very well presented course with an adequate depth on its topics.

автор: Huaiqing C

•Jan 20, 2020

Very good and very clear for me to begin with Bayesian statistics

автор: Eugene B

•May 22, 2019

Excellent instructor and very helpful readings and assignments.

автор: Michael B R

•Sep 30, 2017

Great course for an intro to the Bayesian statistical approach.

автор: sai s

•Jun 13, 2017

Like the course. Learnt a lot. Was able to apply in real world.

автор: Derek M

•Jan 10, 2018

Really good course. Exercises / quizzes are particularly good.

автор: Pawel P

•Jul 22, 2017

Concepts explained very well, useful and informative examples.

автор: Cristina S

•Jul 20, 2017

Great for understanding the fundamentals of Bayesian analysis!

автор: Xiaoyuan C

•Sep 20, 2019

Very excellent introductory course for Bayesian statistics!!!