Index

_

_trainer (pylwl.models.gd_lw.GdLwClassifier attribute)

B

BaseLW (class in pylwl.models.classic_lw)

BaseModel (class in pylwl.models.base_model) BoxCoxScaler (class in pylwl.shared.scaler)

C

categories_ (pylwl.shared.scaler.OneHotEncoder attribute) check_bool() (in module pylwl.shared.verifier) check_float() (in module pylwl.shared.verifier) check_int() (in module pylwl.shared.verifier) check_str() (in module pylwl.shared.verifier)

check_tuple_float() (in module pylwl.shared.verifier) check_tuple_int() (in module pylwl.shared.verifier) classes_ (pylwl.models.classic_lw.LwClassifier attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) cosine_kernel() (in module pylwl.shared.kernel) create_threshold_binary_features() (pylwl.shared.data_preparer.FeatureEngineering method)

D

Data (class in pylwl.shared.data_preparer) DataTransformer (class in pylwl.shared.data_preparer)

device (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute) difference() (pylwl.shared.data_preparer.TimeSeriesDifferencer method)

E

encode_label() (pylwl.shared.data_preparer.Data static method) epanechnikov_kernel() (in module pylwl.shared.kernel) epochs (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

evaluate() (pylwl.models.base_model.BaseModel method) (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.classic_lw.LwRegressor method) (pylwl.models.gd_lw.GdLwClassifier method) (pylwl.models.gd_lw.GdLwRegressor method)

F

FeatureEngineering (class in pylwl.shared.data_preparer) fit() (pylwl.models.base_model.BaseModel method) (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.classic_lw.LwRegressor method) (pylwl.models.gd_lw.GdLwClassifier method) (pylwl.models.gd_lw.GdLwRegressor method) (pylwl.shared.data_preparer.DataTransformer method) (pylwl.shared.scaler.BoxCoxScaler method) (pylwl.shared.scaler.LabelEncoder method) (pylwl.shared.scaler.Log1pScaler method) (pylwl.shared.scaler.LogeScaler method) (pylwl.shared.scaler.OneHotEncoder method) (pylwl.shared.scaler.SinhArcSinhScaler method) (pylwl.shared.scaler.SqrtScaler method) (pylwl.shared.scaler.YeoJohnsonScaler method)

fit_transform() (pylwl.shared.scaler.LabelEncoder method) (pylwl.shared.scaler.OneHotEncoder method)

G

gaussian_kernel() (in module pylwl.shared.kernel) GdLwClassifier (class in pylwl.models.gd_lw) GdLwRegressor (class in pylwl.models.gd_lw) get_all_classification_metrics() (in module pylwl.shared.scorer)

get_all_regression_metrics() (in module pylwl.shared.scorer) get_metric_sklearn() (in module pylwl.shared.scorer) get_metrics() (in module pylwl.shared.scorer) get_prob (pylwl.models.classic_lw.LwClassifier attribute)

I

inverse_difference() (pylwl.shared.data_preparer.TimeSeriesDifferencer method) inverse_transform() (pylwl.shared.data_preparer.DataTransformer method) (pylwl.shared.scaler.BoxCoxScaler method) (pylwl.shared.scaler.LabelEncoder method) (pylwl.shared.scaler.Log1pScaler method) (pylwl.shared.scaler.LogeScaler method) (pylwl.shared.scaler.ObjectiveScaler method) (pylwl.shared.scaler.OneHotEncoder method) (pylwl.shared.scaler.SinhArcSinhScaler method) (pylwl.shared.scaler.SqrtScaler method) (pylwl.shared.scaler.YeoJohnsonScaler method)

is_binary_ (pylwl.models.gd_lw.GdLwClassifier attribute) is_in_bound() (in module pylwl.shared.verifier) is_str_in_list() (in module pylwl.shared.verifier)

K

kernel (pylwl.models.classic_lw.BaseLW attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

kernel_func_ (pylwl.models.classic_lw.BaseLW attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

L

LabelEncoder (class in pylwl.shared.scaler) lb_ (pylwl.models.classic_lw.LwClassifier attribute) load_model() (pylwl.models.base_model.BaseModel static method)

Log1pScaler (class in pylwl.shared.scaler) LogeScaler (class in pylwl.shared.scaler) LwClassifier (class in pylwl.models.classic_lw) LwRegressor (class in pylwl.models.classic_lw)

M

module pylwl.models.base_model pylwl.models.classic_lw pylwl.models.gd_lw pylwl.shared.data_preparer pylwl.shared.kernel pylwl.shared.scaler pylwl.shared.scorer pylwl.shared.verifier

N

n_classes_ (pylwl.models.classic_lw.LwClassifier attribute)

O

ObjectiveScaler (class in pylwl.shared.scaler) OneHotEncoder (class in pylwl.shared.scaler) optim (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

optim_paras (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

P

predict() (pylwl.models.base_model.BaseModel method) (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.classic_lw.LwRegressor method) (pylwl.models.gd_lw.GdLwClassifier method) (pylwl.models.gd_lw.GdLwRegressor method) predict_proba() (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.gd_lw.GdLwClassifier method) pylwl.models.base_model module pylwl.models.classic_lw module

pylwl.models.gd_lw module pylwl.shared.data_preparer module pylwl.shared.kernel module pylwl.shared.scaler module pylwl.shared.scorer module pylwl.shared.verifier module

S

save_evaluation_metrics() (pylwl.models.base_model.BaseModel method) save_model() (pylwl.models.base_model.BaseModel method) save_training_loss() (pylwl.models.base_model.BaseModel method) save_y_predicted() (pylwl.models.base_model.BaseModel method) scale() (pylwl.shared.data_preparer.Data static method) score() (pylwl.models.base_model.BaseModel method) (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.classic_lw.LwRegressor method) (pylwl.models.gd_lw.GdLwClassifier method) (pylwl.models.gd_lw.GdLwRegressor method) scores() (pylwl.models.classic_lw.LwClassifier method) (pylwl.models.classic_lw.LwRegressor method) (pylwl.models.gd_lw.GdLwClassifier method) (pylwl.models.gd_lw.GdLwRegressor method)

seed (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute) set_train_test() (pylwl.shared.data_preparer.Data method) SinhArcSinhScaler (class in pylwl.shared.scaler) split_train_test() (pylwl.shared.data_preparer.Data method) SqrtScaler (class in pylwl.shared.scaler) SUPPORT (pylwl.shared.data_preparer.Data attribute) SUPPORTED_SCALERS (pylwl.shared.data_preparer.DataTransformer attribute)

T

tau (pylwl.models.classic_lw.BaseLW attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute) TimeSeriesDifferencer (class in pylwl.shared.data_preparer) transform() (pylwl.shared.data_preparer.DataTransformer method) (pylwl.shared.scaler.BoxCoxScaler method) (pylwl.shared.scaler.LabelEncoder method) (pylwl.shared.scaler.Log1pScaler method) (pylwl.shared.scaler.LogeScaler method) (pylwl.shared.scaler.ObjectiveScaler method) (pylwl.shared.scaler.OneHotEncoder method) (pylwl.shared.scaler.SinhArcSinhScaler method) (pylwl.shared.scaler.SqrtScaler method) (pylwl.shared.scaler.YeoJohnsonScaler method)

tricube_kernel() (in module pylwl.shared.kernel)

U

uniform_kernel() (in module pylwl.shared.kernel)

V

verbose (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

X

X_ (pylwl.models.classic_lw.LwClassifier attribute) (pylwl.models.classic_lw.LwRegressor attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

Y

y_ (pylwl.models.classic_lw.LwRegressor attribute) (pylwl.models.gd_lw.GdLwClassifier attribute) (pylwl.models.gd_lw.GdLwRegressor attribute)

y_bin_ (pylwl.models.classic_lw.LwClassifier attribute) y_raw_ (pylwl.models.classic_lw.LwClassifier attribute) YeoJohnsonScaler (class in pylwl.shared.scaler)