AWS Certified Machine Learning Study Guide

Chapter 4Framing a Machine Learning Problem

THE AWS CERTIFIED MACHINE LEARNING (ML) SPECIALTY EXAM OBJECTIVES COVERED IN THIS CHAPTER INCLUDE BUT ARE NOT LIMITED TO THE FOLLOWING:

• Domain 3.0: Modeling
  • 3.1 Frame business problems as machine learning problems

In this chapter you will learn about how to frame a business problem as a machine learning (ML) problem. Once you do so, you will be able to gather the data requirements, engineer features, and train and tune models.

ML Problem Framing

In the previous chapter, we covered the CRISP-DM framework, which provides a framework for understanding the stages in the ML lifecycle. Once you have identified a business problem and indeed verified that the business problem can be solved ...