Media Summary: This tutorial provides an in-depth explanation of challenges and remedies for gradient estimation in neural networks that include ... ... inequality 12:06 Maximizing the ELBO 12:57 Analyzing the ELBO gradient 14:34 This video introduces how to use score function estimator and
The Reparameterization Trick - Detailed Analysis & Overview
This tutorial provides an in-depth explanation of challenges and remedies for gradient estimation in neural networks that include ... ... inequality 12:06 Maximizing the ELBO 12:57 Analyzing the ELBO gradient 14:34 This video introduces how to use score function estimator and This video introduces how we can carry out the stochastic backpropagation in the deep latent Gaussian models and variational ... ... 12:00 - ELBO 16:05 - Maximizing the ELBO 19:49 - In this lecture optimization of the loss function of Variational Autoencoder is discussed. Also, a discussion on re-parametrization ...
In this short video, I describe the Reparameterisation If you like working with fractions, skip this video. For more math, subscribe . For more information about Stanford's Artificial Intelligence professional and graduate programs, visit: Anand ...
