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Back to Bayesian Statistics: From Concept to Data Analysis

Learner Reviews & Feedback for Bayesian Statistics: From Concept to Data Analysis by University of California, Santa Cruz

4.6
stars
3,210 ratings

About the Course

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....

Top reviews

JB

Oct 16, 2020

An excellent course with some good hands on exercises in both R and excel. Not for the faint of heart mathematically speaking, assumes a competent understanding of statistics and probability going in

JH

Jun 26, 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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376 - 400 of 840 Reviews for Bayesian Statistics: From Concept to Data Analysis

By Haden S

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May 17, 2020

This course provides a great introduction to Bayesian statistics.

By Huaiqing C

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Jan 20, 2020

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

By P P

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Jul 30, 2020

Excellent course.. short videos with lots of practice problems..

By Jordan B

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Jul 11, 2020

Well explained, good coverage of content and appropriate length

By Eugene B

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May 22, 2019

Excellent instructor and very helpful readings and assignments.

By Michael B

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Sep 30, 2017

Great course for an intro to the Bayesian statistical approach.

By sai s

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Jun 12, 2017

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

By Derek M

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Jan 10, 2018

Really good course. Exercises / quizzes are particularly good.

By ppietrus

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Jul 22, 2017

Concepts explained very well, useful and informative examples.

By Cristina S

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Jul 20, 2017

Great for understanding the fundamentals of Bayesian analysis!

By Xiaoyuan C

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Sep 19, 2019

Very excellent introductory course for Bayesian statistics!!!

By Ian S

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Mar 10, 2025

Provides clarity on many hidden areas of Bayesian statistics

By Lau C

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Apr 15, 2019

Super clear and easy to follow. Thanks for the introduction.

By Xiaopu L

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Aug 19, 2018

Nice short course with very practical statistical knowledge.

By Ali B

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Nov 26, 2017

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

By Felipe M

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Oct 23, 2017

Very practical and insightful course. Strongly recommend it.

By Alexandre F G

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Oct 24, 2016

Very thoughtful and deep, great learning experience, thanks!

By huong n

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Apr 15, 2022

The professor provide detailed guidance, in a logical way.

By Ignacio P

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Apr 23, 2020

I have discovered a new approach to statistics. Thank you!!

By Joe N

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Jan 22, 2017

Great course! Very concise, yet very informative! Go Slugs!

By Nathan A

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Dec 18, 2018

A well-rounded introductory course in Bayesian Statistics.

By Evgeni N

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Apr 20, 2022

An Outstanding Course taught by an Outstanding Professor!

By Pablo R

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Sep 17, 2020

Muy buen curso, los ejercicios enseñan mucho al hacerlos.

By Manikant R

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Jun 19, 2020

Great instructor , course is very useful for data science

By Deleted A

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Apr 17, 2020

Very meaty and useful... The content is highly structured