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Graphical Models and Variational Methods
Published on Feb 25, 200779927 Views
In this course I will discuss how exponential families, a standard tool in statistics, can be used with great success in machine learning to unify many existing algorithms and to invent novel ones qui
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Chapter list
Graphical Models and Variational Methods03:10
Owerview06:46
Books - statistical perspective11:20
Books - learning perspective13:33
Pattern Recognition and Machine Learning16:08
Probalistic Graphical Models16:26
Probability Theory18:23
Directed Graphs:Decomposision19:08
Directed Acyclic Graphs24:26
Directed Graphs:Decomposition 124:50
Directed Acyclic Graphs 127:20
Examples of Directed Graphs30:17
Undirected Graphs30:35
Conditioning on Evidence36:30