Use the following examples to familiarise yourself with Vanguard and its advanced features.

Introduction

Creating a Decorator

Regression

Introduction to Gaussian Processes

Bayesian treatment of hyperparameters with Laplace approximations

Distributed GPs

Sparse variational inference for GPs

Sparse GP regression

Classification

Binary Classification in Vanguard

Multiclass Classification in Vanguard

Multiclass Classification with Dirichlet Distributions