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返回到 Bayesian Statistics: From Concept to Data Analysis

学生对 University of California, Santa Cruz 提供的 Bayesian Statistics: From Concept to Data Analysis 的评价和反馈

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3,210 个评分

课程概述

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....

热门审阅

JB

Oct 16, 2020

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

JH

Jun 26, 2018

Great course. The content moves at a nice pace and the videos are really good to follow. The Quizzes are also set at a good level. You can't pass this course unless you have understood the material.

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401 - Bayesian Statistics: From Concept to Data Analysis 的 425 个评论（共 840 个）

创建者 Yanlin B

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Mar 23, 2020

A great introduction to the world of Bayesian Statistics!

创建者 James M

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Jul 24, 2022

Good course that requires some background in statistics.

创建者 Antonio A A

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May 25, 2020

A well-designed course to introduce Bayesian Statistics

创建者 Baiyu L

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Jan 26, 2020

explanation in details and nice supplementary materials

创建者 Zotov A V

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Nov 20, 2016

I want more practice programming tasks for this course.

创建者 Brett B

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Nov 19, 2022

Great intro to core concepts in the Bayesian framework

创建者 shweta d

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Oct 17, 2022

Apt for Beginer to Advance learners. Glad I did this.

创建者 SAMUEL H S S U

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Jan 17, 2021

I'm very happy with this course, really learn with it.

创建者 Eric G

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May 9, 2020

The best course about Bayesian Stats that I have done!

创建者 sameen n

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Feb 5, 2019

Thanks it was nice learning from wonderfu instructors.

创建者 Nguyen Q V

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Aug 21, 2017

It is the good place to start to learn Bayesian theory

创建者 Javier G

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Jun 7, 2022

Very good teachers, exercises and additional material

创建者 Sandip D

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Aug 4, 2020

Excellent Material and Very good learning experience.

创建者 Lazaros S

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Oct 4, 2019

Excellent and very helpful course. Highly recommended

创建者 Semhar O

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Jun 15, 2022

Great primer on Bayesian concepts and data analysis.

创建者 Cem T

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May 11, 2019

It was a groundbreaking course. I highly suggest it.

创建者 Gu F

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Feb 16, 2017

amazing quizes, and you don't have pay to take them.

创建者 Arnaud M

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May 7, 2024

Bayesian statistics fundamentals clearly explained.

创建者 Anil M

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Jul 4, 2020

Great intro course explained well by Professor Lee.

创建者 A F

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Apr 21, 2018

Great explanations, with detailed steps to follow.

创建者 R S

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Dec 21, 2016

Instructor responds quickly to problems. Good job.

创建者 Jose F

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Jan 17, 2018

Great explanations, and great reference material.

创建者 Bill S

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Oct 15, 2017

Very good -- from fundamentals to basic analyses.

创建者 Rizzardig

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Aug 30, 2016

Just an introduction to the topic but very clear.

创建者 Shekhar T

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Aug 10, 2020

More course notes with examples would be useful.