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Title: GitHub - sleglaive/BayesianML: Bayesian methods for machine learning course at CentraleSupélec

Open Graph Title: GitHub - sleglaive/BayesianML: Bayesian methods for machine learning course at CentraleSupélec

X Title: GitHub - sleglaive/BayesianML: Bayesian methods for machine learning course at CentraleSupélec

Description: Bayesian methods for machine learning course at CentraleSupélec - sleglaive/BayesianML

Open Graph Description: Bayesian methods for machine learning course at CentraleSupélec - sleglaive/BayesianML

X Description: Bayesian methods for machine learning course at CentraleSupélec - sleglaive/BayesianML

Opengraph URL: https://github.com/sleglaive/BayesianML

X: @github

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READMEhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML
AGPL-3.0 licensehttps://patch-diff.githubusercontent.com/sleglaive/BayesianML
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#bayesian-methods-for-machine-learning-20212022
Simon Leglaivehttps://sleglaive.github.io/
CentraleSupélechttps://www.centralesupelec.fr/en/
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#general-information
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#prerequisites
Mathematics for Machine Learninghttps://mml-book.github.io/book/mml-book.pdf
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#bibliography
Pattern Recognition and Machine Learninghttps://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Mathematics for Machine Learninghttps://mml-book.github.io/book/mml-book.pdf
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#agenda
Fundamentals of Bayesian modeling and inferencehttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session1
Fundamentals of machine learninghttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session2
Bayesian networks and inference in latent variable modelshttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session3
Gaussian mixture modelhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session4
Factor Analysishttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session5
Variational inferencehttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session6
Bayesian linear regressionhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session7
Markov Chain Monte Carlohttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session8
Sparse Bayesian linear regressionhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session9
Deep generative modelshttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session10
Revision and other activitieshttps://patch-diff.githubusercontent.com/sleglaive/BayesianML#session11
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#fundamentals-of-bayesian-modeling-and-inference
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Handwritten solution to exerciceshttps://patch-diff.githubusercontent.com/sleglaive/BayesianML/blob/main/session1/solution_exercises.pdf
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#fundamentals-of-machine-learning
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Notebook - Multinomial logistic regressionhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML/blob/main/session2/python/multinomial%20logistic%20regression.ipynb
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#bayesian-networks-and-inference-in-latent-variable-models
Slides for part 1 - Bayesian networkshttps://sleglaive.github.io/teachings/bayesian_ML/session3a/slides.html
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https://patch-diff.githubusercontent.com/sleglaive/BayesianML#gaussian-mixture-model
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https://patch-diff.githubusercontent.com/sleglaive/BayesianML#variational-inference
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https://patch-diff.githubusercontent.com/sleglaive/BayesianML#bayesian-linear-regression
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utils.pyhttps://patch-diff.githubusercontent.com/sleglaive/BayesianML/blob/main/session10/python/utils.py
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#revision-and-other-activities
herehttps://patch-diff.githubusercontent.com/sleglaive/BayesianML/blob/main/session11
this videohttps://www.youtube.com/watch?v=bkn6M4LAoHk&feature=emb_title&ab_channel=MeteY%C4%B1ld%C4%B1r%C4%B1m
herehttps://marcofraccaro.github.io/download/publications/fraccaro_phd_thesis.pdf
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#acknowledgements
Remarkhttps://github.com/gnab/remark/wiki
Marc Lelargehttps://www.di.ens.fr/~lelarge/
deep learning coursehttps://dataflowr.github.io/website/
https://patch-diff.githubusercontent.com/sleglaive/BayesianML#license
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
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