Chevron Left
Voltar para Probabilistic Graphical Models 1: Representation

Comentários e feedback de alunos de Probabilistic Graphical Models 1: Representation da instituição Universidade de Stanford

1,401 classificações

Sobre o curso

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....

Melhores avaliações


12 de jul de 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!!


22 de out de 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).

Filtrar por:

276 — 300 de 304 Avaliações para o Probabilistic Graphical Models 1: Representation

por Nicholas E

29 de out de 2016

por Mahendra K

4 de out de 2017

por John E M

31 de mar de 2018

por Kervin P

5 de jan de 2017

por Daniel S

11 de dez de 2019

por Владимир Д

11 de abr de 2020

por Sharon M

1 de abr de 2021

por Sami J

22 de abr de 2020

por Shaun M

7 de set de 2021

por Shen C

14 de jul de 2020

por Vladimir R

12 de jan de 2021

por Christos G

9 de mar de 2018

por Siavash R

10 de ago de 2017

por roma g

4 de nov de 2016

por Xingjian Z

2 de nov de 2017

por Ujjval P

13 de dez de 2016

por Jonathan K

26 de jan de 2018

por Michel S

14 de jul de 2018

por Robert M

6 de fev de 2018

por Peter

29 de set de 2016

por Jennifer H

15 de dez de 2019

por Aleh P

9 de dez de 2021

por Timur T

15 de ago de 2022

por Roman F

11 de mar de 2021

por Aswin T

10 de set de 2020