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Friday, November 24, 2017

Exact Inference in Bayes Nets - ppt video online download
src: slideplayer.com

Approximate inference methods make it possible to learn realistic models from big data by trading off computation time for accuracy, when exact learning and inference are computationally intractable.


Video Approximate inference



Major methods classes

  • Variational Bayesian methods
  • Expectation propagation
  • Markov random fields
  • Bayesian networks
    • Variational message passing
  • loopy and generalized belief propagation


Maps Approximate inference



See also

  • Statistical inference
  • fuzzy logic
  • data mining

Announcements Homework 8 is out Final Contest (Optional) - ppt ...
src: slideplayer.com


References


X divergence for approximate inference | Xi'an's Og
src: xianblog.files.wordpress.com


External links

  • Tom Minka, Microsoft Research (Nov 2, 2009). "Machine Learning Summer School (MLSS), Cambridge 2009, Approximate Inference" (video lecture). 

Source of article : Wikipedia