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
2,700 個評分
705 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

201 - Bayesian Statistics: From Concept to Data Analysis 的 225 個評論（共 691 個）

2020年2月5日

Thought is a simple manner. Made complex concepts look very easy. Would surely recommend this course. Thanks Prof. Herbert Lee and team.

2018年10月8日

Awesome course that helped me overcome the Bayesian statistics way of thinking hurdle. Now, I want to go on and learn MCMC, Metropolis !

2020年2月2日

The course is generally great. Nonetheless, it is not recommended for those without a statistical background and knowledge of calculus.

2017年2月12日

Very good course. Prof. Lee explains each concept well. Bayesian Stats makes more sense to me now than before!!

Thanks so much Prof. Lee

2018年10月4日

I loved this course, I learned a lot and I hope I will be able to use this knowledge when I go back to college for my Master's degree.

2018年5月2日

A very good course. Even better if you continue with the 2nd course that teaches about how to implement Bayesian data analysis in JAGS

2016年12月18日

I enjoyed the lecturer, the material is relevant, and the tests are well tailored to ensure you are absorbing the correct information.

2020年1月16日

Give you great insight. Very intuitive. Although we went through the last week rather quick (more explanation would have been better)

2019年5月13日

The lectures are at the right pace; concise and challenging. Great examples. Thank you so much for providing us with great materials.

2020年4月5日

Pretty challenging course. Well organized and well delivered. I learned from the exercises and also the feedback from the exercises.

2017年11月15日

Very informative and clear presentation of the material, which makes it fun and quick to learn the topics. Very good quiz questions.

2016年7月7日

This course is a very good introductory of bayesian statistics. But it better that you have known the basic statistics inference.

2017年11月6日

A clear and compact introduction. Quizzes and exercises are relevant. I got acces to grades and feedback in the audit one I took.

2017年2月8日

Learned something new :). Lecture were excellent, but, I need time to digest and hope I will get opportunity to use it in future.

2018年1月20日

I studied basic theory from these lectures. I will try again and again until I understand Baysian Statistics concept completely.

2020年12月13日

Quite interesting course ant not too long. I learnt many interesting and useful concepts in statistics. Highly recommendable.

2019年7月14日

Very well explained. Lectures are given in a very nice way as the professor writes. Exercises and quizzes are very well done.

2017年9月26日

Become very clear about all the formula and derivation of Bayesian Statistics after taking this course. Strongly recommended.

2019年1月4日

Very good material! The Prof explains very easily the contents of the course. Great course! I recommend. E. Martins, Brazil

2018年8月5日

The video content is not too much. However, students can learn and practise a lot from supplementary materials and quizzes.

2017年12月26日

Very useful crash course in Bayesian Statistics. It requires some basic knowledge in statistics and probability as stated.

2019年8月15日

This course was dense, concise, and yet easy to follow for individuals that are fairly comfortable with basic statistics.

2018年8月26日

A really hard course but useful for those who want to know more about statistics and how it is related to Bayes' theorem.

2018年3月27日

It's a good introductory course to Bayesian statistics, a second part with Gibbs Sampling, Markov and MCMC would be nice.

2018年5月17日

The teacher is excellent and charming and the course is also easy to follow. However, with more exercise will be better!