phileasme / simple-probabilistic-models

Variational Inference and other with numpy

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Simple Probabilistic Models

Includes:

  • Advanced Naive Bayes
  • Bayesian Logistic Regression with Prior
  • Computed Expectation Maximization to approximate the posterior
  • Stochastic Variational Inference, (also using simple MC )
Favorite Sources/Resources
PLR, CSC412/2506 http://www.cs.toronto.edu/~jessebett/CSC412/
inFERENCe https://www.inference.vc/

Also include PLR coursework assignment in:

/assignment

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Variational Inference and other with numpy


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