When you need to choose between Random Search and Grid Search for tuning hyperparameters, think about these situations:
Many Choices: If you have a lot of hyperparameters to look at, Random Search can check more areas quickly.
Limited Time: If you don’t have much time to run tests, Random Search can find good results faster by picking some combinations instead of all.
Different Effects: If you think some hyperparameters are more important than others, Random Search helps you focus on those without trying every single option.
In short, Random Search is usually a better choice when you want to be fast and flexible!
When you need to choose between Random Search and Grid Search for tuning hyperparameters, think about these situations:
Many Choices: If you have a lot of hyperparameters to look at, Random Search can check more areas quickly.
Limited Time: If you don’t have much time to run tests, Random Search can find good results faster by picking some combinations instead of all.
Different Effects: If you think some hyperparameters are more important than others, Random Search helps you focus on those without trying every single option.
In short, Random Search is usually a better choice when you want to be fast and flexible!