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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
3,170 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

GS

Aug 31, 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.

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

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701 - 725 of 831 Reviews for Bayesian Statistics: From Concept to Data Analysis

By Sarah D

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Aug 4, 2020

Could do with more exercises.

However, I found some elsewhere on the internet, so that was complementary

By Marco

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Jul 30, 2020

Pretty good introductory material overall. Only disappointing part was the section on linear regression.

By Sergio

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Sep 30, 2018

Very nice introductory course, practical and to the point. Good starting point for more detailed courses

By Mangmang Z

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Jan 11, 2018

A little hurry in the normal distribution part, otherwise a great course for Bayesian introduction.

By Vinicius M E M

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Jul 22, 2021

Excelente curso, porém acredito que uma implementação dos códigos também em Python seria perfeito.

By guangyuan l

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Mar 7, 2019

a little bit difficult, I think you need to hold a solide background toward inferential statistics

By Mohammad D

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May 16, 2018

I expected more examples to be solved or at least it could be provided as supplementary materials

By Jean-Jacques P

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Jan 3, 2020

The course is good but requires a lot of homework if you are rusty on probability/statistics...

By Seeun P

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Nov 11, 2017

Very Useful

It was little difficult to understand what the professor , but anyway it was good.

By Pierre-Nicolas J

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Oct 31, 2021

Very good! Many exercises - of an appropriate level - helping understand the content

By Raman K

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Apr 7, 2017

Steep learning curve. really taxed my thinking capacity. I enjoyed it thoroughly!

By LittleStone

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Nov 12, 2016

A very good course which enlights me the study of bayesian statistics, thank you.

By Jure J

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Dec 6, 2022

Some aspects are very well covered while some points qould be more elaborated.

By Luciano R

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Nov 17, 2016

Unfortunately I could not finish the course in due time. But it is very useful.

By cyndee f

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Jan 26, 2021

Would have liked more practice problems but all-in-all, a good crash course.

By Maria C B J A

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Feb 22, 2018

Good course , but contains some challenging material .Thank you Professor L

By Damien P

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Feb 23, 2017

Good course, but in my opinion misses of lectures/pdf to ease understanding.

By Gyuho S

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Jun 28, 2018

It was a nice introduction course. Not too heavy. I really enjoyed it.

By alaam a

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Feb 28, 2017

I could say , it is the best bayesian stat I ever experience till now.

By Abhimanyu R

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Feb 22, 2019

This is a good course if you know probability and want to practices

By Kamil S

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Apr 29, 2018

Excellent course, but the lack of the written notes is a big minus

By David M

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Sep 19, 2017

Satisfied with the course in general. Good investment of my time!!

By Sergio E M P

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May 13, 2022

es una buena heramienta de aprendisaje pero tiene algunos errores

By FG

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Apr 6, 2020

Good introduction, but there is no variety in the test questions

By Eddie C

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Jan 8, 2020

Quite harsh but give me some insight on prediction and estimation