Technical

Density Ratio Estimation for KL Divergence Minimization between Implicit Distributions featured image

Density Ratio Estimation for KL Divergence Minimization between Implicit Distributions

We show how to approximate the KL divergence (in fact, any f-divergence) between implicit distributions using density ratio estimation by probabilistic classification.

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Louis Tiao

Building Probability Distributions with the TensorFlow Probability Bijector API

We illustrate how to build complicated probability distributions in a modular fashion using the Bijector API from TensorFlow Probability.

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Louis Tiao
A Tutorial on Variational Autoencoders with a Concise Keras Implementation featured image

A Tutorial on Variational Autoencoders with a Concise Keras Implementation

We give an in-depth practical guide to variational autoencoders from a probabilistic perspective.

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Louis Tiao
NumPy mgrid vs. meshgrid featured image

NumPy mgrid vs. meshgrid

We compare NumPy's `mgrid` and `meshgrid` for building coordinate grids — what each does, why both exist, and how broadcasting often makes them optional.

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Louis Tiao