Skrub Tutorial Slides

Section 1: Introduction

• Chapter 0: Introduction

Section 2: Exploring and sanitizing data

• Chapter 1: Exploring Data
• Chapter 2: Cleaning Data
• Exercise 1

Section 3: Transforming columns

• Chapter 3: Column-specific transformations
• Chapter 4: Advanced column selection
• Exercise 2

Section 4: Building a strong baseline

• Chapter 5: Feature engineering with the TableVectorizer
• Chapter 6: Strong ML baselines: tabular_pipeline
• Exercise 3

Section 5: Feature Engineering with skrub

• Chapter 7: Skrub transformers for feature engineering
• Exercise 4

Section 6: Conclusion

• Wrapping up