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picture1_Probabilistic Graphical Models Pdf 88942 | Lecture 1 Intro


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File: Probabilistic Graphical Models Pdf 88942 | Lecture 1 Intro
statistical methods in ai and ml nicholas ruozzi university of texas at dallas the course one of the most excitingadvances in ai ml in the last decade judea pearl won ...

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     Statistical Methods in AI and ML
         Nicholas Ruozzi
       University of Texas at Dallas
 The Course
    One of the most excitingadvances in AI/ML in the last 
            decade
   Judea Pearl won the Turing award for his work on Bayesian 
            networks!
        (among other achievements)
 Prob. Graphical Models
  Exploit locality and structural features of a given model in 
  order to gain insight about global properties
 The Course
  • What this course is:
    –Probabilistic graphical models
    –Topics:
     • representing data
     • exact and approximate statistical inference
     • model learning
     • variational methods in ML
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...Statistical methods in ai and ml nicholas ruozzi university of texas at dallas the course one most excitingadvances last decade judea pearl won turing award for his work on bayesian networks among other achievements prob graphical models exploit locality structural features a given model order to gain insight about global properties what this is probabilistic topics representing data exact approximate inference learning variational...

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