Chevron Left
返回到 Bayesian Statistics: From Concept to Data Analysis

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
2,645 個評分
690 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

篩選依據:

226 - Bayesian Statistics: From Concept to Data Analysis 的 250 個評論(共 678 個)

創建者 Flavio P

2017年8月10日

Very interesting. It can help taking notes during the course... to avoid going again through it and take them ex-post.

創建者 kacl780tr

2017年7月6日

Excellent course, although it would have been nice to get more content on uninformative priors and Fisher information.

創建者 张宁

2016年9月24日

This course are excellent and Thanks for Prof for offering the course. I've learned a lot from the course. Thank you.

創建者 郭冰

2017年3月10日

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

創建者 Zach K

2020年8月3日

I learned a ton about statistics and probability distributions. It was great prep for my machine learning classes.

創建者 Xilu W

2016年11月19日

I'm a graduate student in mechanical engineering. Thanks for the open course, it is really convenient and helpful!

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 Travis J M

2020年12月27日

4.6 Stars. Thank you Dr. Lee for taking the time to provide this class for the World for free, I learned a lot.

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 Sheng J V A

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.