Foundations of Generative Models

A Technical Guide for Engineers and Architects

Introduction

Generative models are a class of machine learning techniques that do more than classify or predict data: they create new data that resemble the examples they were trained on. Over the past decade, advances in deep learning have enabled generative models to produce realistic images, coherent text, music, and even synthetic tabular data. For e…