2020
I Introduction
II Foundation
1 Data Preparation in a Machine Learning Project
2 Why Data Preparation is So Important
3 Tour of Data Preparation Techniques
4 Data Preparation Without Data Leakage

III Data Cleaning
5 Basic Data Cleaning
6 Outlier Identi cation and Removal
7 How to Mark and Remove Missing Data

I Introduction

p .13 Welcome

1 Data Preparation in a Machine Learning Project

2 Why Data Preparation is So Important


3 Tour of Data Preparation Techniques


4 Data Preparation Without Data Leakage

5 Basic Data Cleaning


6 Outlier Identi cation and Removal


7 How to Mark and Remove Missing Data