nyaggle.hyper_parameters

nyaggle.hyper_parameters.get_hyperparam_byname(name, gbdt_type='lgbm', with_metadata=False)[source]

Get a hyperparameter by parameter name

Parameters
  • name (str) – The name of parameter (e.g. “ieee-2019-10th”).

  • gbdt_type (str) – The type of gbdt library. lgbm, cat, xgb can be used.

  • with_metadata (bool) – When set to True, parameters are wrapped by metadata dictionary which contains information about source URL, competition name etc.

Return type

Dict

Returns

A hyperparameter dictionary.

nyaggle.hyper_parameters.list_hyperparams(gbdt_type='lgbm', with_metadata=False)[source]

List all hyperparameters

Parameters
  • gbdt_type (str) – The type of gbdt library. lgbm, cat, xgb can be used.

  • with_metadata (bool) – When set to True, parameters are wrapped by metadata dictionary which contains information about source URL, competition name etc.

Return type

List[Dict]

Returns

A list of hyper-parameters used in Kaggle gold medal solutions