sagemaker-rapids-exceprt-3.py

from sagemaker.tuner import IntegerParameter, CategoricalParameter, ContinuousParameter, HyperparameterTuner

hyperparameter_ranges = {
    'n_estimators'        : IntegerParameter(10, 200), 
    'max_depth'           : IntegerParameter(1, 22),
    'n_bins'              : IntegerParameter(5, 24),
    'split_criterion'     : CategoricalParameter([0, 1]),
    'split_algo'          : CategoricalParameter([0, 1]),
    'bootstrap'           : CategoricalParameter([True, False]),
    'bootstrap_features'  : CategoricalParameter([True, False]),
    'max_features'        : ContinuousParameter(0.01, 0.5),
}