Everyone knows about Scikit-Learn — it’s a staple for data scientists, offering dozens of easy-to-use machine learning algorithms. It also provides two out-of-the-box techniques to address hyperparameter tuning: Grid Search (GridSearchCV) and Random Search (RandomizedSearchCV).

Though effective, both techniques are brute-force approaches to finding the right hyperparameter configurations, which is an expensive and time-consuming process!

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