Ensemble

Common types of Ensembles

1. Bagging (decrease variance)

: Bootstrapping + Aggregating

2. Boosting (decrease bias)

: Several sequential weak learners build a strong learner.

3. Stacking (improve predictions)

Table of contents

• Bagging
• Boosting
• Stacking