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スタンフォード大学（Stanford University）による Probabilistic Graphical Models 1: Representation の受講者のレビューおよびフィードバック

Name: Probabilistic Graphical Models 1: Representation
Brand: スタンフォード大学（Stanford University）
Availability: OnlineOnly
Rating: 4.7 (277 reviews)

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 first in a sequence of three. It describes the two basic PGM representations: Bayesian Networks, which rely on a directed graph; and Markov networks, which use an undirected graph. The course discusses both the theoretical properties of these representations as well as their use in practice. The (highly recommended) honors track contains several hands-on assignments on how to represent some real-world problems. The course also presents some important extensions beyond the basic PGM representation, which allow more complex models to be encoded compactly....

ST

Jul 13, 2017

Prof. Koller did a great job communicating difficult material in an accessible manner. Thanks to her for starting Coursera and offering this advanced course so that we can all learn...Kudos!!

CM

Oct 23, 2017

The course was deep, and well-taught. This is not a spoon-feeding course like some others. The only downside were some "mechanical" problems (e.g. code submission didn't work for me).

スタンフォード大学（Stanford University）による Probabilistic Graphical Models 1: Representation の受講者のレビューおよびフィードバック

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Probabilistic Graphical Models 1: Representation： 151 - 175 / 271 レビュー

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スタンフォード大学（Stanford University） による Probabilistic Graphical Models 1: Representation の受講者のレビューおよびフィードバック

コースについて

人気のレビュー

ST

CM

Probabilistic Graphical Models 1: Representation： 151 - 175 / 271 レビュー

人気の高いオンラインコース

人気の高いオンライン専門講座

オンライン修了証

オンライン学位プログラム

Coursera

コミュニティ

さらに表示

スタンフォード大学（Stanford University）による Probabilistic Graphical Models 1: Representation の受講者のレビューおよびフィードバック