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 fa.bianp.net
The Russian Roulette: An Unbiased Estimator of the Limit
| | francisbach.com
Rethinking SGD's noise - II: Implicit Bias - Machine Learning Research Blog
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| | www.nowozin.net
Thoughts on Trace Estimation in Deep Learning - Sebastian Nowozins slow blog
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| | ggcarvalho.dev
The art of solving problems with Monte Carlo simulations | Gabriel Carvalho
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| | Using the power of randomness to answer scientific questions.
| | vxlabs.com
Variational Autoencoder in PyTorch, commented and annotated. - vxlabs
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| I have recently become fascinated with (Variational) Autoencoders and with PyTorch. Kevin Frans has a beautiful blog post online explaining variational autoencoders, with examples in TensorFlow and, importantly, with cat pictures. Jaan Altosaar's blog post takes an even deeper look at VAEs from both the deep learning perspective and the perspective of graphical models. Both of these posts, as well as Diederik Kingma's original 2014 paper Auto-Encoding Variational Bayes, are more than worth your time.