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

学生对 加州大学圣克鲁兹分校 提供的 Bayesian Statistics: From Concept to Data Analysis 的评价和反馈

4.6
2,971 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

GS

Aug 31, 2017

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

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

筛选依据:

626 - Bayesian Statistics: From Concept to Data Analysis 的 650 个评论(共 768 个)

创建者 Björn A

Jun 21, 2020

创建者 David L

Nov 28, 2018

创建者 Ethan V

Nov 2, 2017

创建者 Sameer G

Nov 4, 2017

创建者 Jan J

Aug 28, 2019

创建者 abhisingh03

Jan 14, 2017

创建者 Leonardo G Z

Jun 29, 2021

创建者 Jakob L

Mar 16, 2019

创建者 Rohit J

Feb 4, 2018

创建者 tommaso c

Nov 23, 2021

创建者 Yixuan C

Jan 2, 2022

创建者 Muksitul I

Jul 2, 2018

创建者 Sankar M

Jun 21, 2020

创建者 Robert G

Jul 3, 2019

创建者 lai p w

Jan 1, 2018

创建者 Jose a z r

Aug 28, 2017

创建者 Jan B

Oct 3, 2020

创建者 Pranesh K

Mar 10, 2017

创建者 Guruprasad K

Jun 25, 2020

创建者 Somnath C

Dec 3, 2016

创建者 Sarah D

Aug 4, 2020

创建者 Marco

Jul 30, 2020

创建者 Sergio

Sep 30, 2018

创建者 Mangmang Z

Jan 11, 2018

创建者 Vinicius M E M

Jul 22, 2021