Week 10 - Ensembles

Learning Objectives

After today's class, you should be able to:

• Understand the techniques for ensemble learning by applying both meta-learning approaches and prediction combination methods to improve model performance and generalization.
• Implement ensemble models in Python using sklearn.

Class Agenda

• Ensembles Slides
• Ensembles Demo
• [5 min] Break (Optional)
• Class Time - Work on PA4_Credit_Card_Attrition

Task List

• Required Reading: Chapter 13 - Combining Methods: Ensembles and Uplift Modeling
• Complete and Submit PA4_Credit_Card_Attrition on Canvas/Gradescope.

Additional Resources

• Chapter 13 Code Examples