返回到 Bayesian Statistics: From Concept to Data Analysis

4.6

1,650 个评分

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435 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 Martin K

•Feb 24, 2017

Best course yet!

创建者 郭冰

•Mar 10, 2017

I have learned a lot from this course. As there is not course like this one in my univeristy, I really appreiate it.

创建者 Tomáš B

•Sep 08, 2016

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

创建者 Mas N

•Jan 18, 2017

Excellent ! Thank you so much !

创建者 Sam C

•Jan 15, 2018

Good intro to Bayesian statistics

创建者 Joe N

•Jan 22, 2017

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

创建者 Xiaoyang G

•Jul 07, 2016

This course is a very good introductory of bayesian statistics. But it better that you have known the basic statistics inference.

创建者 Andreas Z

•Mar 08, 2018

Very good introduction to Bayesian Statistics.

创建者 Jinxiao Z

•Jun 21, 2018

excellent

创建者 Angelo A d M F

•Jan 09, 2017

Excellent introductory course to bayesian statistics. I'd like to thank Professor Lee, University of Santa Cruz, Coursera and all supporting staff for the opportunity. I'd enjoy if you provided intermediate and advanced courses on bayesian statistics that covers more topics.

创建者 Thomas E

•Aug 31, 2016

I followed this class with a great enthousiasm. It was very clear and pedagogical !

创建者 Derek M

•Jan 10, 2018

Really good course. Exercises / quizzes are particularly good.

创建者 Huang h

•May 23, 2017

A Good Introduction to Bayesian Statistics. I always get quick response after I post a question on the forum.

创建者 Ghanem w

•Feb 14, 2017

This course provide a very good understanding of the bayesian approach of the statistic. It is very accessible thanks to the learning material (pdf) provided before each lessons and which recall all the basis needed.

Thank you Herbie

创建者 Nicolas R

•Jan 13, 2017

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

创建者 Takashi Y

•Aug 18, 2017

This is a very good course!

创建者 jalal e h

•Sep 13, 2016

Great introduction to bayesian statistics

创建者 Marius K

•Sep 29, 2016

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

创建者 Georgios P

•Feb 24, 2017

Very good introduction to baysian concepts and very helpful in understanding the difference with frequentist statistics.

创建者 Alysa

•Jun 04, 2017

This is a short course and it was a great introduction to Bayesian inference. Lessons went through both theory and application. I found the videos easy to follow and that they prepared me for the quizzes. I also really valued learning how to use R.

创建者 Alexandre F G

•Oct 24, 2016

Very thoughtful and deep, great learning experience, thanks!

创建者 Nicholas P

•Jan 13, 2018

Highly informative. Prof. Herbert Lee is a great professor providing very thorough notes and material for the Bayesian paradigm of Statistics. I would highly recommend this to any who are interested. It is also a great introduction to using R.

创建者 Anil K A

•Jun 04, 2017

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

创建者 Rami K

•May 06, 2017

Great introdation for Bayesian Statistics!

创建者 NoneLand

•Feb 06, 2018

Very good! Going through this course, one would get basic idea about Bayesian Statistics and conjugate prior.