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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
3,227 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

AS

Jul 13, 2020

It's an amazing course, I strongly recommend. It was like a complementary course for the Data Analysis course of my university, giving a wide explanation over bayesian analysis. I'm glad to finish it.

KK

Nov 13, 2020

A very good introduction to Bayesian Statistics.Couple of optional R modules of data analysis could have been introduced . However, prerequisites are essential in order to appreciate the course.

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451 - 475 of 845 Reviews for Bayesian Statistics: From Concept to Data Analysis

By Luis F C G

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Dec 10, 2021

Easy explanation directly to the bone !

By Soufyan L

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Feb 27, 2021

Clear explanation and interesting topic

By George U S

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May 23, 2020

Fantastic!

a big thank you to Prof. Lee!

By Steven W

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Mar 12, 2026

Good introduction to the fundamentals.

By Anuj M

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May 15, 2020

Excellent content with great exercises

By Bijit D

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Sep 20, 2017

A great course on Bayesian Statistics.

By Rich P

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Apr 24, 2017

Very good explain nd excelent material

By Jader G

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Dec 20, 2021

Very useful course. I learned a lot!

By JONNATHAN C C M

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Jan 11, 2021

Excellent course, excellent teacher.

By Bilal A

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Feb 7, 2017

Really great, from basic to advance.

By Nícolas V S

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Jul 25, 2020

A very concise and complete course.

By Maxim V

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Jan 18, 2020

A very thorough into to statistics!

By Ammar J

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Feb 4, 2019

very helpful for Statistic analysis

By Ra S

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Aug 25, 2017

Fastest route to Bayesian Learning.

By Chitti B K

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Apr 28, 2020

Nice Course. Easily understandable

By Isaac R M

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Feb 21, 2020

Great Course, very straightfoward

By Nathanael G

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Sep 7, 2018

Very well taught and informative.

By Xin L

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Mar 31, 2018

Clear and useful. Really helpful.

By Sam C

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Jan 15, 2018

Good intro to Bayesian statistics

By Daniel K O

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Nov 24, 2016

Clear, concise and well presented

By Andrei B

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Aug 28, 2016

Great course ! Simple and clear !

By Hager A I M

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Mar 25, 2019

Very informative and informative

By Electromagnet

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Dec 24, 2018

Great introduction for beginners

By Rob C

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Oct 11, 2018

Very well taught, thanks Herbie!

By Yaoxiang N

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Jan 28, 2024

Excellent course for beginners.