# 學生對 加州大学圣克鲁兹分校 提供的 Bayesian Statistics: From Concept to Data Analysis 的評價和反饋

4.6
2,786 個評分
727 條評論

## 課程概述

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....

## 熱門審閱

GS
2017年8月31日

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
2020年10月16日

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

## 251 - Bayesian Statistics: From Concept to Data Analysis 的 275 個評論（共 719 個）

2020年8月4日

Excellent material, examples, and quizzes. Does not trade technicality for practicality, both being abundant.

2018年2月6日

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

2017年5月23日

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

2020年8月23日

Very Good Course. It is decently paced and comprehensive enough to get you started with Bayesian Statistics.

2018年2月18日

The coolest part of this lecture is mathematical explanation of concepts, especially about conjugate priors.

2020年2月5日

I liked the quizzes, detailed feedback. The lectures were a bit hurried, but a lot of good content in them.

2017年7月30日

I strongly recommend this course. Clear structure and insightful questions. Thanks for instructor's inputs.

2021年6月15日

G​reat course! Requires some background mathematical knowledge, but balances theory with application well.

2020年6月30日

I got a lot familiar with Bayesian concepts and how to analyze and interpret the data. Thank you so much!

2020年2月11日

This course has well structured content. Quizzes are also designed in sync with the course. Enjoyed it!!!

2018年12月13日

The bite-sized arrangement of individual videos are very conducive for learning and self internalisation.

2021年8月1日

G​reat introduction course to Bayesian Statistics. The content is well explained and very interesting!

2020年1月21日

Excellent course. More R examples. Looking forward to see a course on pymc3 or Tensorflow probability.

2019年4月8日

This is an excellent course but you will need background in calculus and some statistics to begin with

2021年7月19日

G​reat to have many quizzes dispersed throughout the material, and small questions during the videos.

2020年11月24日

Excellent! Clear presentations, very bottom line up front with transparent examples, good course.

2019年6月9日

I thoroughly enjoyed this course as I found it to have a good mix of background and application.

2018年6月12日

It was an excellent course. It´s a very good introduction to the Bayesian approach to inference.

2018年3月12日

Great introduction to Bayesian Statistics with some easy-enough-to-follow mathematical insights.

2019年6月19日

Great intro to Bayesian Statistics if you have some stats background in the frequentist domain.

2019年11月3日

Excellent introduction to basic Bayesian analysis and coverage of conjugate priors/posteriors.

2018年10月30日

Excellent course ! Full of examples and very useful to a deeper understanding of the domain.

2018年5月12日

The presentation was excellent. The quizzes were reasonable. This was a good use of my time.

2020年8月23日

For me, the course was well explain, the examples used help me to understand in a easy way.

2017年7月5日

A good course for introducing to Beysian pobability. Easy to understand and very practical.