Grid Search

Domain: MLOps

🎯 Motivation

Trying all combinations of hyperparameters systematically. Thorough but slow.

📋 Concrete Example

Grid: lr in {0.001, 0.01, 0.1} x batch in {32, 64, 128} = 9 combinations. Try all 9. Pick the best. Thorough but takes 9x training time.

🔗 Analogy

Trying every combination at a buffet - sample every dish x every sauce. Thorough but takes a long time. Grid search tries every hyperparameter combination.