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Introduction

Explore the core concepts of data preprocessing in machine learning using scikit-learn. Understand the distinction between ML engineering and data science, and learn how scikit-learn supports efficient data analysis and input pipeline creation for industry applications.

We'll cover the following...

In this chapter, you'll learn data preprocessing techniques with scikit-learn, one of the most popular frameworks used in data science.

A. ML engineering vs. data science

In industry, there is quite a bit of overlap between machine learning engineering and data science. Both jobs involve working with data, ...