Random Search
Domain: MLOps
🎯 Motivation
Randomly sampling hyperparameter combinations. Often as good as grid search but faster.
📋 Concrete Example
Random search: try 20 random combinations. Found: lr=0.0015, batch=48 -> 89%. Faster than grid search, similar results. Efficient.
🔗 Analogy
Tasting random dishes at a buffet - instead of every combination, try 20 random ones. Often finds a great dish faster. Random search is efficient.