Component Analysis
Domain: Evaluation
🎯 Motivation
Breaking down the model into components and evaluating each one. Identifies which parts matter most.
📋 Concrete Example
Components: embedding (contribution: 10%), attention (15%), feed-forward (12%), layer norm (3%). Attention is the most important component. Focus improvement efforts there.
🔗 Analogy
A car engine analysis - which part contributes most to speed? Engine (40%), aerodynamics (30%), tires (15%), weight (15%). Component analysis finds the most impactful parts.