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Title: GitHub - cryptexis/lectures: Syllabus of the course and lecture materials

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Description: Syllabus of the course and lecture materials. Contribute to cryptexis/lectures development by creating an account on GitHub.

Open Graph Description: Syllabus of the course and lecture materials. Contribute to cryptexis/lectures development by creating an account on GitHub.

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https://patch-diff.githubusercontent.com/cryptexis/lectures#bayesian-methods-for-neural-networks
часть 1http://www.machinelearning.ru/wiki/images/e/e1/BayesML-2007-textbook-1.pdf
часть 2http://www.machinelearning.ru/wiki/images/4/43/BayesML-2007-textbook-2.pdf
Wiki page of the Bayesian metods course at CS MSUhttp://www.machinelearning.ru/wiki/index.php?title=%D0%91%D0%BC%D0%BC%D0%BE
http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdfhttp://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdf
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noteshttp://www.machinelearning.ru/wiki/images/8/8c/Lecture7_2012.pdf
problems 1http://www.machinelearning.ru/wiki/images/1/18/S01_bayesian_reasoning_2016.pdf
problems 2http://www.machinelearning.ru/wiki/images/2/23/BMML_sem2_2016.pdf
noteshttp://www.machinelearning.ru/wiki/images/7/73/BMMO11_11.pdf
notes 1http://www.machinelearning.ru/wiki/images/6/60/BMMO14_variational_lecture.pdf
notes 2http://www.machinelearning.ru/wiki/images/5/57/BMMO11_9.pdf
notes 3http://www.machinelearning.ru/wiki/images/8/82/BMMO11_14.pdf
VAEhttps://arxiv.org/abs/1312.6114
IWAEhttps://arxiv.org/abs/1509.00519
Normalizing flowshttps://arxiv.org/pdf/1505.05770.pdf
Bayesian neural networkhttps://arxiv.org/abs/1505.05424
Variational dropouthttps://arxiv.org/abs/1506.02557
Soft Weight-Sharing for Neural Network Compressionhttps://arxiv.org/abs/1702.04008
Variational Dropout Sparsifies Deep Neural Networkshttps://arxiv.org/abs/1701.05369
A Theoretically Grounded Application of Dropout in Recurrent Neural Networkshttps://arxiv.org/abs/1512.05287
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