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学生对 University of California, Santa Cruz 提供的 Bayesian Statistics: Techniques and Models 的评价和反馈

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495 个评分

课程概述

This is the second of a two-course sequence introducing the fundamentals of Bayesian statistics. It builds on the course Bayesian Statistics: From Concept to Data Analysis, which introduces Bayesian methods through use of simple conjugate models. Real-world data often require more sophisticated models to reach realistic conclusions. This course aims to expand our “Bayesian toolbox” with more general models, and computational techniques to fit them. In particular, we will introduce Markov chain Monte Carlo (MCMC) methods, which allow sampling from posterior distributions that have no analytical solution. We will use the open-source, freely available software R (some experience is assumed, e.g., completing the previous course in R) and JAGS (no experience required). We will learn how to construct, fit, assess, and compare Bayesian statistical models to answer scientific questions involving continuous, binary, and count data. This course combines lecture videos, computer demonstrations, readings, exercises, and discussion boards to create an active learning experience. The lectures provide some of the basic mathematical development, explanations of the statistical modeling process, and a few basic modeling techniques commonly used by statisticians. Computer demonstrations provide concrete, practical walkthroughs. Completion of this course will give you access to a wide range of Bayesian analytical tools, customizable to your data....

热门审阅

RC

May 9, 2020

Great course. The instructor provided detailed code examples and clear explanations for model intuitions. The final capstone project is a plus.

ML

Nov 30, 2024

Very good instructor, knowledgeable and thorough, touching the right level of details with big picture in mind, and providing practical guide for hands-on Bayesian data analysis.

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126 - Bayesian Statistics: Techniques and Models 的 150 个评论（共 171 个）

创建者 Nikola M

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Apr 7, 2019

one of best stats courses I had

创建者 Ge T

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Feb 13, 2021

Easy to follow. Great content.

创建者 Tiago B L

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May 16, 2025

Hard but very good Course !

创建者 Doug A

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May 5, 2022

good class learned a lot

创建者 PAWAN S

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Sep 8, 2020

EXCELLENT COURSE ....

创建者 Chen N

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Apr 8, 2019

Amazing, super cool!

创建者 M S

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Aug 8, 2023

Nice presentations

创建者 Roberto S

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Mar 20, 2023

Very good course!

创建者 shweta d

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Oct 22, 2022

Excellent Content

创建者 Luis A

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Jun 6, 2019

Excellent course.

创建者 Thais P

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Jul 1, 2017

Very good curse!!

创建者 Neha K

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Sep 14, 2020

excellent course

创建者 Isaac F

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Dec 27, 2024

Very rhythmical

创建者 sameen n

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Apr 30, 2020

Amazing course.

创建者 Clara X G

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Aug 17, 2022

Learned a lot！

创建者 Harshit G

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May 9, 2019

Great course.

创建者 Michael B

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Dec 29, 2017

Great course!

创建者 Yiran W

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Jun 11, 2017

Very helpful!

创建者 Seokkyu K

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Jun 5, 2022

Best course!

创建者 Aya M L N

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Nov 9, 2020

Thanks a lot

创建者 Larry Y

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Sep 30, 2018

Great class.

创建者 Dallam M

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Jun 27, 2017

great course

创建者 SURAJIT C

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Dec 25, 2020

Good Work!

创建者 Nancy L

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Oct 11, 2019

Thank you!

创建者 Robert d J

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May 16, 2022

Excellent