Beginning MLOps with MLFlow: Deploy Models in AWS SageMaker, Google Cloud, and Microsoft Azure

© Sridhar Alla, Suman Kalyan Adari 2021

S. Alla, S. K. AdariBeginning MLOps with MLFlowhttps://doi.org/10.1007/978-1-4842-6549-9_3

3. What Is MLOps?

Sridhar Alla¹   and Suman Kalyan Adari²

(1)

Delran, NJ, USA

(2)

Tampa, FL, USA

 

In this chapter, we will cover the concepts behind the term “MLOps” and go over what it is, why it’s useful, and how it’s implemented.

Introduction

Creating machine learning solutions to various problems can be quite the arduous task. Let’s imagine ourselves in the shoes of a team that is attempting to solve a problem with machine learning. You may be familiar with this process if you read Chapter 1, but we will recap the entire process once again to establish the context. You may skip past this section if you are already familiar ...