Problem 3: Compare Grid Search and Random Search Results

Problem Description

Write a Python program that runs both Grid Search and Random Search on the same dataset and hyperparameter space, comparing their best scores and the time each approach conceptually would need (based on number of combinations tested).

Input

A labeled dataset and a hyperparameter search space.

Output

Best scores from both approaches, and the number of combinations each tested.

Constraints

• None specific.

Example Input

text
(A labeled dataset with a moderate search space)

Example Output

text
Grid Search — Best score: 0.88, Combinations tested: 12
Random Search — Best score: 0.86, Combinations tested: 5

Concepts Covered

GridSearchCV, RandomizedSearchCV, comparison.