Chevron Left
返回到 Probabilistic Graphical Models 3: Learning

学生对 斯坦福大学 提供的 Probabilistic Graphical Models 3: Learning 的评价和反馈

4.6
296 个评分

课程概述

Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine learning, and more. They are the basis for the state-of-the-art methods in a wide variety of applications, such as medical diagnosis, image understanding, speech recognition, natural language processing, and many, many more. They are also a foundational tool in formulating many machine learning problems. This course is the third in a sequence of three. Following the first course, which focused on representation, and the second, which focused on inference, this course addresses the question of learning: how a PGM can be learned from a data set of examples. The course discusses the key problems of parameter estimation in both directed and undirected models, as well as the structure learning task for directed models. The (highly recommended) honors track contains two hands-on programming assignments, in which key routines of two commonly used learning algorithms are implemented and applied to a real-world problem....

热门审阅

SP

Oct 11, 2020

An amazing course! The assignments and quizzes can be insanely difficult espceially towards the conclusion.. Requires textbook reading and relistening to lectures to gather the nuances.

LL

Jan 29, 2018

very good course for PGM learning and concept for machine learning programming. Just some description for quiz of final exam is somehow unclear, which lead to a little bit confusing.

筛选依据:

1 - Probabilistic Graphical Models 3: Learning 的 25 个评论(共 52 个)

创建者 Akshaya T

Mar 14, 2019

创建者 Amine M

Jun 17, 2019

创建者 Ahmed S

Sep 22, 2017

创建者 Maxim V

Apr 30, 2020

创建者 Rohan M

Dec 5, 2019

创建者 Dat N

Nov 14, 2019

创建者 Lik M C

Feb 23, 2019

创建者 Shawn

Aug 20, 2020

创建者 Diogo P

Nov 15, 2017

创建者 Rishabh G

Jun 3, 2020

创建者 Jesus I G R

May 30, 2020

创建者 Michel S

Jul 14, 2018

创建者 mgbacher

Mar 6, 2021

创建者 Antônio H R

Nov 6, 2018

创建者 Sergey S

Sep 24, 2020

创建者 Alfred D

Aug 13, 2020

创建者 Shi Y

Jan 19, 2019

创建者 Chan-Se-Yeun

Feb 21, 2018

创建者 Rishi C

Jun 4, 2018

创建者 Musalula S

Aug 25, 2018

创建者 Joseph W

Jan 9, 2020

创建者 Jaime A C

Nov 15, 2022

创建者 Satish P

Oct 12, 2020

创建者 Orlando D

Jan 30, 2018

创建者 Henry H

Feb 13, 2017