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
2,694 個評分
704 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

301 - Bayesian Statistics: From Concept to Data Analysis 的 325 個評論（共 690 個）

2021年1月25日

This was the best introduction to Bayesian Inference/Statistics for me!

2018年11月21日

Good and clear course. I was impressed by the quality of the material.

2017年1月13日

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

2016年9月29日

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

2017年1月21日

Very useful lesson! give me a new perspective on daily data analysis.

2017年7月28日

Really enjoyed it. Right level of difficulty and very well explained

2017年6月4日

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

2020年5月20日

Challenging course, explanations are mostly clear, I learned a lot!

2019年9月16日

A very well presented course with an adequate depth on its topics.

2021年4月9日

Useful guided quizzes with feedback: learning by doing principle.

2020年8月21日

Excellent videos and step-by-step instructions clearly explained.

2020年6月13日

The quizzes-as-homework idea is great. Really liked the homework.

2020年5月17日

This course provides a great introduction to Bayesian statistics.

2020年1月20日

Very good and very clear for me to begin with Bayesian statistics

2020年7月30日

Excellent course.. short videos with lots of practice problems..

2020年7月11日

Well explained, good coverage of content and appropriate length

2019年5月22日

2017年9月30日

Great course for an intro to the Bayesian statistical approach.

2017年6月12日

Like the course. Learnt a lot. Was able to apply in real world.

2018年1月10日

Really good course. Exercises / quizzes are particularly good.

2017年7月22日

Concepts explained very well, useful and informative examples.

2017年7月20日

Great for understanding the fundamentals of Bayesian analysis!

2019年9月19日

Very excellent introductory course for Bayesian statistics!!!

2019年4月15日

Super clear and easy to follow. Thanks for the introduction.

2018年8月19日

Nice short course with very practical statistical knowledge.