Hyperparameter Tuning
Explore how to apply grid search cross-validation to XGBoost models using scikit-learn’s GridSearchCV. Understand how to optimize key hyperparameters like max_depth and eta to improve model accuracy and efficiency in binary classification tasks.
We'll cover the following...
We'll cover the following...
Chapter Goals:
- Apply grid search cross-validation to an XGBoost model
A. Using scikit-learn’s GridSearchCV
One of the benefits of using XGBoost's scikit-learn style models is that we can use the models with the actual scikit-learn API. A common scikit-learn object used with ...