Variational Autoencoder

An autoencoder that differs from others (with deterministic encoder) by mapping each input $\mathbf{x}$ to a distribution over the possible values of the latent representation $\mathbf{z}$ from which $\mathbf{x}$ could have been generated. ...

April 30, 2024 · 5 min · Trung H. Nguyen

Read-through: Probabilistic Graphical Models - Learning

February 19, 2023 · 16 min · Trung H. Nguyen

Read-through: Probabilistic Graphical Models - Inference

February 2, 2023 · 27 min · Trung H. Nguyen

Read-through: Probabilistic Graphical Models - Representation

December 10, 2022 · 44 min · Trung H. Nguyen

The Exponential Family, Generalized Linear Models

Notes on Exponential Family & Generalized Linear Models. ...

April 4, 2022 · 14 min · Trung H. Nguyen

Gaussian Distribution & Gaussian Network Models

Notes on Gaussian distribution & Gaussian network models. ...

November 22, 2021 · 15 min · Trung H. Nguyen