# Hyperparameters | | **Hyperparameter** | **Type/Values** | **Default** | **Meaning** | | --- | ------------------- | -------------------------------------------------------------- | ----------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | | estimator | \ | Stree() | Base estimator used to build each element of the ensemble. | | | n_jobs | \ | -1 | Specifies the number of threads used to build the ensemble (-1 equals to all cores available) | | | random_state | \ | None | Controls the pseudo random number generation for shuffling the data for probability estimates. Ignored when probability is False.
Pass an int for reproducible output across multiple function calls | | | max_features | \, \

or {“auto”, “sqrt”, “log2”} | None | The number of features to consider in each tree:
\ _max_features_ features for each tree.
\ _max_features_ is a fraction and int(_max_features_ \* _n_features_) features are considered for each tree.
“auto” _max_features_=sqrt(_n_features_)
“sqrt” _max_features_=sqrt(_n_features_)
“log2” _max_features_=log2(_n_features_)
_None_ _max_features_=_n_features_ | | | max_samples | \, \ | None |The number of samples to consider for bootstrap:
\ _max_samples_ samples for each tree.
\ _max_samples_ is a fraction and int(_max_samples_ \* _n_samples_) samples for each tree. | | | n_estimators | \ | 100 | The number of trees the ensemble is going to build | | | be_hyperparams | \ | "{}" | Hyperparameteres passed to the base estimator, i.e. "{\\"C\\": 17, \\"kernel\\": \\"rbf\\"}"|