The reparameterization trick is an ingenious method to sidestep the challenge of backpropagating through a random or stochastic node within a neural network. This has found prominence, particularly in the context of Variational Autoencoders (VAEs). In this blog post, we will discuss what the reparameterization trick is and what it solves.