Index

_

_check_y() (intelelm.model.mha_elm.MhaElmClassifier method) _filter_metric_results() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) _get_minmax() (intelelm.model.base_elm.BaseMhaElm method)

_rename_metrics() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) _results_to_csv() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) _set_optimizer_dict() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method)

A

act_name (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute)

AutomatedMhaElmComparator (class in intelelm.model.automated_comparator) AutomatedMhaElmTuner (class in intelelm.model.automated_tuner)

B

BaseElm (class in intelelm.model.base_elm) BaseMhaElm (class in intelelm.model.base_elm) best_estimator_ (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute)

best_params_ (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute) BoxCoxScaler (class in intelelm.utils.scaler)

C

celu() (in module intelelm.utils.activation) check_bool() (in module intelelm.utils.validator) check_float() (in module intelelm.utils.validator) check_int() (in module intelelm.utils.validator) check_str() (in module intelelm.utils.validator) check_tuple_float() (in module intelelm.utils.validator) check_tuple_int() (in module intelelm.utils.validator) check_y() (intelelm.utils.data_loader.Data static method) CLS_OBJ_LOSSES (intelelm.model.base_elm.BaseElm attribute) (intelelm.model.mha_elm.MhaElmClassifier attribute), [1] (intelelm.model.standard_elm.ElmClassifier attribute)

compare_cross_val_score() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) compare_cross_validate() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) compare_train_test() (intelelm.model.automated_comparator.AutomatedMhaElmComparator method) create_network() (intelelm.model.base_elm.BaseElm method) (intelelm.model.mha_elm.MhaElmClassifier method), [1] (intelelm.model.mha_elm.MhaElmRegressor method), [1] (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method) create_threshold_binary_features() (intelelm.utils.scaler.FeatureEngineering method)

D

Data (class in intelelm.utils.data_loader) DataTransformer (class in intelelm.utils.scaler)

decode() (intelelm.model.base_elm.MultiLayerELM method) difference() (intelelm.utils.scaler.TimeSeriesDifferencer method)

E

ElmClassifier (class in intelelm.model.standard_elm) ElmRegressor (class in intelelm.model.standard_elm) elu() (in module intelelm.utils.activation) encode() (intelelm.model.base_elm.MultiLayerELM method) encode_label() (intelelm.utils.data_loader.Data static method)

evaluate() (intelelm.model.base_elm.BaseElm method) (intelelm.model.mha_elm.MhaElmClassifier method), [1] (intelelm.model.mha_elm.MhaElmRegressor method), [1] (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method)

F

FeatureEngineering (class in intelelm.utils.scaler) fit() (intelelm.model.automated_tuner.AutomatedMhaElmTuner method), [1] (intelelm.model.base_elm.BaseElm method) (intelelm.model.base_elm.BaseMhaElm method), [1] (intelelm.model.base_elm.MultiLayerELM method) (intelelm.utils.encoder.LabelEncoder method) (intelelm.utils.scaler.BoxCoxScaler method) (intelelm.utils.scaler.DataTransformer method), [1] (intelelm.utils.scaler.Log1pScaler method) (intelelm.utils.scaler.LogeScaler method) (intelelm.utils.scaler.SinhArcSinhScaler method) (intelelm.utils.scaler.SqrtScaler method) (intelelm.utils.scaler.YeoJohnsonScaler method)

fit_transform() (intelelm.utils.encoder.LabelEncoder method)

G

gelu() (in module intelelm.utils.activation) get_all_classification_metrics() (in module intelelm.utils.evaluator) get_all_regression_metrics() (in module intelelm.utils.evaluator) get_dataset() (in module intelelm.utils.data_loader) get_metric_sklearn() (in module intelelm.utils.evaluator)

get_metrics() (in module intelelm.utils.evaluator) get_name() (intelelm.model.base_elm.BaseMhaElm method), [1] get_ndim() (intelelm.model.base_elm.MultiLayerELM method) get_weights() (intelelm.model.base_elm.BaseElm method) (intelelm.model.base_elm.MultiLayerELM method)

H

hard_shrink() (in module intelelm.utils.activation) hard_sigmoid() (in module intelelm.utils.activation)

hard_swish() (in module intelelm.utils.activation) hard_tanh() (in module intelelm.utils.activation)

I

intelelm.model.automated_comparator module intelelm.model.automated_tuner module intelelm.model.base_elm module intelelm.model.mha_elm module intelelm.model.standard_elm module intelelm.utils.activation module intelelm.utils.data_loader module intelelm.utils.encoder module intelelm.utils.evaluator module

intelelm.utils.scaler module intelelm.utils.validator module inverse_difference() (intelelm.utils.scaler.TimeSeriesDifferencer method) inverse_transform() (intelelm.utils.encoder.LabelEncoder method) (intelelm.utils.encoder.ObjectiveScaler method) (intelelm.utils.scaler.BoxCoxScaler method) (intelelm.utils.scaler.DataTransformer method), [1] (intelelm.utils.scaler.Log1pScaler method) (intelelm.utils.scaler.LogeScaler method) (intelelm.utils.scaler.SinhArcSinhScaler method) (intelelm.utils.scaler.SqrtScaler method) (intelelm.utils.scaler.YeoJohnsonScaler method) is_in_bound() (in module intelelm.utils.validator) is_str_in_list() (in module intelelm.utils.validator)

K

kwargs (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute)

L

LabelEncoder (class in intelelm.utils.encoder) layer_sizes (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) lb (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute) leaky_relu() (in module intelelm.utils.activation)

load_model() (intelelm.model.base_elm.BaseElm static method) Log1pScaler (class in intelelm.utils.scaler) log_sigmoid() (in module intelelm.utils.activation) log_softmax() (in module intelelm.utils.activation) LogeScaler (class in intelelm.utils.scaler)

M

MhaElmClassifier (class in intelelm.model.mha_elm) MhaElmRegressor (class in intelelm.model.mha_elm) mish() (in module intelelm.utils.activation) mode (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute) model_class (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute) models (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) module intelelm.model.automated_comparator intelelm.model.automated_tuner intelelm.model.base_elm intelelm.model.mha_elm intelelm.model.standard_elm intelelm.utils.activation intelelm.utils.data_loader intelelm.utils.encoder intelelm.utils.evaluator intelelm.utils.scaler intelelm.utils.validator

MultiLayerELM (class in intelelm.model.base_elm)

N

n_workers (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute)

O

obj_name (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute) obj_weights (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.mha_elm.MhaElmRegressor attribute) objective_function() (intelelm.model.base_elm.BaseMhaElm method), [1] (intelelm.model.mha_elm.MhaElmClassifier method), [1] (intelelm.model.mha_elm.MhaElmRegressor method), [1]

ObjectiveScaler (class in intelelm.utils.encoder) optim (intelelm.model.base_elm.BaseMhaElm attribute) optim_dict (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) optim_params (intelelm.model.base_elm.BaseMhaElm attribute)

P

param_grid (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute) predict() (intelelm.model.automated_tuner.AutomatedMhaElmTuner method), [1] (intelelm.model.base_elm.BaseElm method) (intelelm.model.base_elm.MultiLayerELM method)

prelu() (in module intelelm.utils.activation)

R

relu() (in module intelelm.utils.activation) result_cross_val_scores_ (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute)

result_train_test_ (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) return_prob (intelelm.model.mha_elm.MhaElmClassifier attribute) rrelu() (in module intelelm.utils.activation)

S

save_loss_train() (intelelm.model.base_elm.BaseElm method) save_metrics() (intelelm.model.base_elm.BaseElm method) save_model() (intelelm.model.base_elm.BaseElm method) save_y_predicted() (intelelm.model.base_elm.BaseElm method) scale() (intelelm.utils.data_loader.Data static method) scalers (intelelm.utils.scaler.DataTransformer attribute) score() (intelelm.model.base_elm.BaseElm method) (intelelm.model.mha_elm.MhaElmClassifier method), [1] (intelelm.model.mha_elm.MhaElmRegressor method), [1] (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method) scores() (intelelm.model.base_elm.BaseElm method) (intelelm.model.mha_elm.MhaElmClassifier method), [1] (intelelm.model.mha_elm.MhaElmRegressor method), [1] (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method) search_method (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute) searcher (intelelm.model.automated_tuner.AutomatedMhaElmTuner attribute) seed (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute) selu() (in module intelelm.utils.activation) set_lb_ub() (intelelm.model.base_elm.BaseMhaElm method) (intelelm.model.base_elm.BaseMhaElm static method) set_optim_paras() (intelelm.model.base_elm.BaseMhaElm method), [1] set_optimizer() (intelelm.model.base_elm.BaseMhaElm method), [1] set_optimizer_object() (intelelm.model.base_elm.BaseMhaElm method), [1] set_params() (intelelm.model.base_elm.BaseMhaElm method), [1] set_predict_request() (intelelm.model.base_elm.BaseElm method) (intelelm.model.base_elm.BaseMhaElm method) (intelelm.model.mha_elm.MhaElmClassifier method) (intelelm.model.mha_elm.MhaElmRegressor method) (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method)

set_score_request() (intelelm.model.base_elm.BaseElm method) (intelelm.model.base_elm.BaseMhaElm method) (intelelm.model.mha_elm.MhaElmClassifier method) (intelelm.model.mha_elm.MhaElmRegressor method) (intelelm.model.standard_elm.ElmClassifier method) (intelelm.model.standard_elm.ElmRegressor method) set_seed() (intelelm.model.base_elm.BaseMhaElm method), [1] set_train_test() (intelelm.utils.data_loader.Data method) sigmoid() (in module intelelm.utils.activation) silu() (in module intelelm.utils.activation) SinhArcSinhScaler (class in intelelm.utils.scaler) soft_plus() (in module intelelm.utils.activation) soft_shrink() (in module intelelm.utils.activation) soft_sign() (in module intelelm.utils.activation) softmax() (in module intelelm.utils.activation) softmin() (in module intelelm.utils.activation) split_train_test() (intelelm.utils.data_loader.Data method) SqrtScaler (class in intelelm.utils.scaler) SUPPORT (intelelm.utils.data_loader.Data attribute) SUPPORTED_CLS_METRICS (intelelm.model.base_elm.BaseElm attribute) SUPPORTED_CLS_OBJECTIVES (intelelm.model.base_elm.BaseMhaElm attribute), [1] SUPPORTED_OPTIMIZERS (intelelm.model.base_elm.BaseMhaElm attribute), [1] SUPPORTED_REG_METRICS (intelelm.model.base_elm.BaseElm attribute) SUPPORTED_REG_OBJECTIVES (intelelm.model.base_elm.BaseMhaElm attribute), [1] SUPPORTED_SCALERS (intelelm.utils.scaler.DataTransformer attribute) swish() (in module intelelm.utils.activation)

T

tanh() (in module intelelm.utils.activation) tanh_shrink() (in module intelelm.utils.activation) task (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) termination (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute) TimeSeriesDifferencer (class in intelelm.utils.scaler) transform() (intelelm.utils.encoder.LabelEncoder method) (intelelm.utils.encoder.ObjectiveScaler method) (intelelm.utils.scaler.BoxCoxScaler method) (intelelm.utils.scaler.DataTransformer method), [1] (intelelm.utils.scaler.Log1pScaler method) (intelelm.utils.scaler.LogeScaler method) (intelelm.utils.scaler.SinhArcSinhScaler method) (intelelm.utils.scaler.SqrtScaler method) (intelelm.utils.scaler.YeoJohnsonScaler method)

U

ub (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute)

V

verbose (intelelm.model.automated_comparator.AutomatedMhaElmComparator attribute) (intelelm.model.base_elm.BaseMhaElm attribute)

Y

YeoJohnsonScaler (class in intelelm.utils.scaler)