Mauro Camara Escudero
Mauro Camara Escudero
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Assessing a Variational Autoencoder on MNIST using Pytorch
Learn how to visualize the latent space and generate data using a VAE in Pytorch.
Last updated on Oct 5, 2020
7 min read
vae
,
pytorch
,
mnist
Minimalist Variational Autoencoder in Pytorch with CUDA GPU
Variational Autoencoders in Pytorch with CUDA GPU
Last updated on Oct 5, 2020
11 min read
vae
,
pytorch
,
gpu
Variational Auto-Encoders and the Expectation-Maximization Algorithm
Relationship between Variational Autoencoders (VAE) and the Expectation Maximization Algorithm. Simple Explanation
Last updated on Jul 18, 2020
10 min read
vae
,
variational-auto-encoders
,
variational-inference
Towards SMC: Using the Dirac-delta function in Sampling and Sequential Monte Carlo
We derive the Dirac-delta function, explain how to use to approximate an Empirical PDF for a sample.
Last updated on May 19, 2020
3 min read
sampling
,
dirac-delta-funtion
,
dirac-delta-mass
,
importance-sampling
,
sequential-monte-carlo
Towards SMC: Sequential Importance Sampling
Sequential Importance Sampling intuition simply explained for SMC
Last updated on May 19, 2020
2 min read
sequential-importance-sampling
,
sequential-monte-carlo
,
sequential-data
Towards SMC: Importance Sampling with Sequential Data
Importance Sampling tutorial for Sequential Data
Last updated on May 19, 2020
2 min read
sequential-importance-sampling
,
sequential-monte-carlo
,
importance-sampling
,
sequential-data
Towards SMC: Importance Sampling Explained
Importance Sampling as a first step towards Sequential Monte Carlo (SMC)
Last updated on May 14, 2020
2 min read
sampling
,
monte-carlo
,
importance-sampling
,
smc
,
sequential-monte-carlo
,
sequential-importance-sampling
,
bayesian-inference
Gaussian Expectation Propagation
Description of Expectation Propagation using Multivariate Normal factors for the global approximation.
Last updated on Mar 13, 2020
4 min read
expectation-propagation
Multivariate Normal as an Exponential Family Distribution
How to rewrite a Multivariate Normal distribution as a member of the Exponential Family.
Last updated on Mar 13, 2020
3 min read
statistics
Expectation Propagation - The Essential Minimum
The bare practical minimum to understand Expectation Propagation
Last updated on Mar 9, 2020
1 min read
expectation-propagation
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