Chevron Left
Probabilistic Graphical Models 3: Learning に戻る

スタンフォード大学(Stanford University) による Probabilistic Graphical Models 3: Learning の受講者のレビューおよびフィードバック

4.6
292件の評価

コースについて

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....

人気のレビュー

SP

2020年10月11日

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

2018年1月29日

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.

フィルター:

Probabilistic Graphical Models 3: Learning: 26 - 50 / 50 レビュー

by Rishi C

2020年5月7日

by Una S

2020年9月6日

by Liu Y

2018年8月27日

by Anil K

2017年11月9日

by ivan v

2017年10月20日

by Khalil M

2017年4月3日

by Stian F J

2017年4月20日

by 张文博

2017年3月6日

by Sriram P

2017年6月24日

by Wenjun W

2017年7月30日

by 郭玮

2019年11月12日

by Yang P

2017年6月20日

by Alexander K

2017年6月4日

by Alireza N

2017年1月12日

by Allan J

2017年3月4日

by James C

2021年3月3日

by nicu@ionita.at

2017年5月21日

by LV

2018年6月5日

by Gorazd H R

2018年7月7日

by Luiz C

2018年8月27日

by AlexanderV

2021年5月13日

by Paul-Andre R

2021年3月19日

by Siwei Y

2017年2月3日

by mgbacher

2021年3月6日

by Jiaxing L

2017年2月11日