Feature engineering and selection, XGBoost and LightGBM, and SHAP explainability for real tabular problems.
AdvancedAbout 6 hours5 lessons
What you will learn
Feature engineering that pays off
Feature selection
XGBoost and LightGBM
SHAP explainability, visualized
Curriculum
1
Feature work
2 lessonsFree preview
Feature engineering that pays offPreview9m
Feature selectionPreview8m
2
Gradient boosting
2 lessons
XGBoost and LightGBM10m
SHAP explainability, visualized9m
3
Hands-on checkpoint
1 lessons
Checkpoint: build an explainable XGBoost model20m
Hands-on checkpoint
Every course ends with a Colab task you complete yourself. Our Gemini-assisted review gives feedback and points you to what to fix, it coaches you, it does not do it for you.