AWS Certified Machine Learning Study Guide

Chapter 5Data Collection

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

• Domain 1.0: Data Engineering
  • 1.1 Create data repositories for machine learning
  • 1.2 Identify and implement a data ingestion solution
• Domain 2.0: Exploratory Data Analysis
  • 2.1 Sanitize and prepare data for modeling

In this chapter, we continue along the CRISP-DM framework and discuss data collection. We first define some general data terminology and some machine learning (ML)–specific terminology that will become relevant to the next chapter on feature engineering. Then we will discuss ways to ingest data from different data sources and prepare it for machine learning. ...