Step 1: TheoryTheory Article
Hyperparameter Optimization Overview
Study the core concepts and background material for this learning item.
Step 2: PracticeKaggle Workbook
Cross-Validation Exercise
Solve the challenges and apply your knowledge interactively.
Medium20 min estimated study
Overview
Identify best model parameter combinations running exhaustive grid search validations.
Learning Objectives
- Construct exhaustive parameter value combinations
- Map validation scores back to select optimal configurations
Prerequisites
Item #34Cross-Validation Tuning
LockedTracking Control
Completion Reward+200 XP
Study Checklist
Studied theory resource
Completed practice exercise