AWS Certified Machine Learning Study Guide

Chapter 6Data Preparation

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

• Domain 2.0: Exploratory data analysis
  • Sanitize and prepare data for modeling

In this chapter, we continue along the CRISP-DM framework and discuss data preparation. We will describe a few AWS services that you can use to extract, transform, and load (ETL) your data and sanitize and prepare your data for machine learning.

Data Preparation Tools

In the previous chapter, we discussed the various kinds of data and the terminology about data more broadly and for machine learning (ML). Then we covered a number of AWS services for data collection, whether it is streaming ...