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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
2,536 個評分
667 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....

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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

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226 - Bayesian Statistics: From Concept to Data Analysis 的 250 個評論(共 654 個)

創建者 Artur A B

2019年8月21日

Very useful course, described a basic understanding behind Bayesian theory and sequential updating of posteriors.

創建者 Harsh V D

2017年8月6日

A very well designed and productive course for anyone looking to brush up his/her concepts on Bayesian Statistics

創建者 Andrew N

2016年10月22日

wrote in my comment.

The course is extremely well presented and the difficulty level of the excercises is perfect.

創建者 Stephen H

2019年3月17日

A very nice introduction to Bayesian Statistics in a couple of hours. The course is quite intuitive and concise.

創建者 Erkan

2019年12月17日

A very nice brief overview of the concept. Good for beginners and for people who want to refresh their memory.

創建者 Maojie T

2019年12月2日

A good course, even it's not very deep, it still can teach people something fresh and comprehensive knowledge.

創建者 Adam B

2017年6月4日

Great course as an introduction to Bayesian Statistics. Interesting material and the pace was very reasonable.

創建者 Mrinal

2020年8月4日

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

創建者 NoneLand

2018年2月6日

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

創建者 Huang h

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.

創建者 Satish N

2020年8月23日

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

創建者 Soonkyo J

2018年2月18日

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

創建者 Gowri T

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.

創建者 matthew

2017年7月30日

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

創建者 Natsuko N

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!

創建者 KUMAR G

2020年2月11日

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

創建者 Valeth

2018年12月13日

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

創建者 Soren J

2020年1月21日

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

創建者 Xiao W

2019年4月8日

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

創建者 Edward B

2020年11月24日

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

創建者 Stephen S

2019年6月9日

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

創建者 Julio C L J

2018年6月12日

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

創建者 Sean E

2018年3月12日

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

創建者 Felix S

2019年6月19日

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

創建者 Duke W

2019年11月3日

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