Step 1: TheoryTheory Article
Decision Tree Splitting Metrics
Study the core concepts and background material for this learning item.
Step 2: PracticeDeep-ML Challenge
Decision Tree Learning
Solve the challenges and apply your knowledge interactively.
Medium25 min estimated study
Overview
Evaluate split candidates based on entropy reductions.
Learning Objectives
- Compute Shannon Entropy
- Determine Information Gain indices
Prerequisites
Item #43K-Means Clustering
LockedTracking Control
Completion Reward+250 XP
Study Checklist
Studied theory resource
Completed practice exercise