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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

2,916 個評分
759 條評論


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....




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.



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 752 個)

創建者 Artur A B


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

創建者 Harsh V D


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

創建者 Andrew N


wrote in my comment.

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

創建者 Stephen


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

創建者 Travis M


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


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


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

創建者 Adam B


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

創建者 Zoylo M R


It was an excellent course, I understood Bayesian statistics and will continue to delve into this vast field.

創建者 Mrinal


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

創建者 NoneLand


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

創建者 Huang h


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

創建者 Satish N


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

創建者 Soonkyo J


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

創建者 Gowri T


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

創建者 matthew


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

創建者 Alexander O


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

創建者 Natsuko N


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



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

創建者 Sheng J V A


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

創建者 Adriano M Y


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

創建者 Soren J


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

創建者 Xiao W


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

創建者 Ingrid S


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

創建者 Om K


One of the courses I have ever attended. Brief and just the right amount of materials and contents.