Section: Machine Learning•ID #31

Missing Values Imputation

Step 1: TheoryDocumentation

Imputation of Missing Values

Study the core concepts and background material for this learning item.

Step 2: PracticeKaggle Workbook

Missing Values Exercise

Solve the challenges and apply your knowledge interactively.

Medium20 min estimated study

Overview

Cleanse incomplete inputs using zero, mean, or median imputation.

Learning Objectives

  • Apply SimpleImputer mappings
  • Verify imputation bias impacts

Prerequisites

Tracking Control

Completion Reward+200 XP
Study Checklist
Studied theory resource
Completed practice exercise