AI Tools Reparameterization Tricks: Variance Reduction by Smarter Gradients The reparameterization trick is what makes Variational Autoencoders (VAEs) trainable with standard stochastic gradient descent. It works by moving randomness…
AI Tools Variational Autoencoders (VAEs) Explained: From Theory to ELBO and the Reparameterization Trick Introduction . Their ability to compress data within the bottleneck allows them to solve downstream tasks more efficiently than would…
