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Probabilistic Graphical Models, CMU, Eric Xing, 10708 - 2014 Spring

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2018-08-31 12:03:34

Probabilistic Graphical Models 10-708, Spring 2014 Eric Xing School of Computer Science, Carnegie Mellon University 完整29讲，无字幕。比coursera上Stanford那个课程讲得好很多，Chinglish也更亲切，推荐下载所有课件。课件网址：http://www.cs.cmu.edu/~epxing/Class/10708/lecture.html

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L01_Introduction to Graphical Models

01:15:25

L02_Directed Graphical Models: Bayesian Networks

01:18:38

L03_Undirected Graphical Models: Markov Random Fields

01:22:01

L04_Variable Elimination

01:13:30

L05_Sum-Product Message Passing

01:21:26

L06_Generalized Linear Models, MLE, Sufficient Statistic

01:18:29

L07_Learning in Fully Observed Bayesian Networks

01:19:24

L08_Learning in Fully Observed Markov Networks

01:20:35

L09_The Expectation-Maximization Algorithm

01:12:41

L10_Modeling Networks, Ising Models, Gaussian Graphical Models

01:13:52

L11_Factor Analysis, State Space Models

01:14:38

L12_Conditional Random Fields, Image Segmentation in Computer Vision

01:17:13

L13_Variational Inference: Loopy Belief Propagation

01:18:17

L14_Variational Inference: Mean Field Approximation

01:17:38

L15_Variational Inference: Theory, Learning Topic Models

01:18:48

L16_Approximate Inference: Monte Carlo Methods

01:22:52

L17_Approximate Inference: Markov Chain Monte Carlo(MCMC), Learning Topic Models

01:19:05

L18_Advanced Topics in MCMC

01:16:52

L19_Dirichlet Processes

01:21:58

L20_Hierarchical Dirichlet Processes, Genetic Inference of the World Population

01:21:36

L21_The Indian Buffet Process

01:13:59

L22_Hilbert Space Embeddings of Distributions

01:20:27

L23_Kernel Graphical Models

01:20:40

L24_Spectral Algorithms for Graphical Models, Parsing in Natural Languages

01:18:30

L25_Graph-Induced Structured Input-Output Methods, Disease Association Analysis

01:19:27

L26_Structured Sparse Additive Models

01:05:52

L27_Distributed MCMC

01:18:35

L28_Maximum-Margin Learning of Graphical Models

01:20:31

L29_Posterior Regularization: An Integrative Paradigm for Learning GMs

01:19:12

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