/gaussian-processes

Gaussian process explorations

Primary LanguageJupyter NotebookMIT LicenseMIT

Gaussian process mini project

An example of Gaussian process regression

This repo just contains some random explorations of Gaussian processes (GPs). For the moment, the mini project only contains a demonstration of GP regression. It is planned though to address Bayesian optimization in the future.

A number of illustrative notebooks are provided. They contain a short introduction to GPs in general and an example of GP regression. Moreover, the Karhunen-Loève expansion is discussed despite the fact that this representation applies to a wider class of stochastic processes.

Notebooks