Bayesian Statistics Machine Learning
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The basic differences between classical and bayesian statistics (using some conditional probability formulas) https//appliedprobabilityblog/2018/08/31/cond.
Inference for bayesian networks, aka probabilitistic graphical models. Illustration of the main idea bayesian inference, in simple case a univariate gaussian with prior on mean (and known variances). This video is part of an online course, intro to machine learning.
Importance sampling and markov chain monte carlo (mcmc). Check out the course here. Adfree videos, concept/screenshot files, quizzes, matlab and data files.
Http//wwwcsubcca/~nando/5402013/lectureshtml course taught in 2. Part of the endtoend machine learning school course library at http//e2emlschool a walk through couple bayesian inference examples. Application to logistic regression.
The slides are available here.
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