Generative Models Likelihood-Based Generative Models Nouveau VAE public – 1 min read NVAE: A Deep Hierarchical Variational Autoencoder NVAE, or Nouveau VAE, is a powerful deep learning algorithm designed to address the… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models Beta-VAE public – 1 min read Beta-VAE is a type of machine learning model known as a variational autoencoder (VAE). The goal of Beta-VAE is to… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models GLOW public – 3 min read GLOW is a powerful generative model that is based on an invertible $1 \times 1$ convolution. This innovative model is… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models Non-linear Independent Component Estimation public – 2 min read The Non-Linear Independent Components Estimation (NICE) framework is a powerful tool for understanding high-dimensional data. It's based on the idea… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models RealNVP public – 2 min read RealNVP: A Generative Model for Density Estimation What is RealNVP? RealNVP is a generative model that utilizes real-valued non-volume preserving… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models Pixel Recurrent Neural Network public – 2 min read PixelRNNs are a type of neural network that can create realistic images by predicting the pixels in an image pixel… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models PixelCNN public – 2 min read PixelCNN is a type of computer model that is used to create images by breaking them down into individual pixels.… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models VQ-VAE public – 2 min read A VQ-VAE is a type of variational autoencoder that is able to obtain a discrete latent representation for data. It… Apr 23, 2023 Devin Schumacher
Generative Models Likelihood-Based Generative Models Variational Autoencoder public – 1 min read A Variational Autoencoder, or VAE, is a type of computer program that creates new data based on existing data. This… Apr 23, 2023 Devin Schumacher