Index

A

Accessor (class in kxy.pandas_extension.accessor) ambiguous_variables (kxy.misc.boruta.Boruta attribute)

anonymize() (kxy.pandas_extension.base_accessor.BaseAccessor method), [1] APIClient (class in kxy.api.client)

B

BaseAccessor (class in kxy.pandas_extension.base_accessor) BaselineClassifier (class in kxy.learning.leanml_predictor)

BaselineRegressor (class in kxy.learning.leanml_predictor) Boruta (class in kxy.misc.boruta)

D

data_driven_improvability() (in module kxy.post_learning.improvability) (kxy.pandas_extension.post_learning_accessor.PostLearningAccessor method)

data_valuation() (in module kxy.pre_learning.achievable_performance) (kxy.pandas_extension.pre_learning_accessor.PreLearningAccessor method) deviation_features() (kxy.pandas_extension.features_accessor.FeaturesAccessor method)

E

entity_features() (kxy.pandas_extension.features_accessor.FeaturesAccessor method)

F

feature_directions (kxy.pfs.pfs_predictor.PFSPredictor attribute) FeaturesAccessor (class in kxy.pandas_extension.features_accessor) FinanceAccessor (class in kxy.pandas_extension.finance_accessor) fit() (kxy.learning.leanml_predictor.LeanMLPredictor method) (kxy.misc.boruta.Boruta method) (kxy.misc.rfe.RFE method) (kxy.pandas_extension.learning_accessor.LearningAccessor method) (kxy.pfs.pfs_predictor.PFSPredictor method) (kxy.pfs.pfs_selector.PCA method) (kxy.pfs.pfs_selector.PFS method)

G

generate_features() (kxy.pandas_extension.features_accessor.FeaturesAccessor method) generate_upload_url() (in module kxy.api.data_transfer), [1] get() (kxy.api.client.APIClient static method) get_autogluon_learner() (in module kxy.learning.base_learners) get_feature_selector() (kxy.pfs.pfs_predictor.PFSPredictor method)

get_lightgbm_learner_learning_api() (in module kxy.learning.base_learners) get_lightgbm_learner_sklearn_api() (in module kxy.learning.base_learners) get_pytorch_dense_learner() (in module kxy.learning.base_learners) get_sklearn_learner() (in module kxy.learning.base_learners) get_tensorflow_dense_learner() (in module kxy.learning.base_learners) get_xgboost_learner() (in module kxy.learning.base_learners)

H

hits (kxy.misc.boruta.Boruta attribute)

I

information_adjusted_beta() (kxy.pandas_extension.finance_accessor.FinanceAccessor method) information_adjusted_correlation() (kxy.pandas_extension.finance_accessor.FinanceAccessor method)

is_categorical() (kxy.pandas_extension.base_accessor.BaseAccessor method) is_discrete() (kxy.pandas_extension.base_accessor.BaseAccessor method)

K

kxy.api.client module kxy.api.data_transfer module, [1] kxy.api.utils module kxy.learning.base_learners module kxy.learning.leanml_predictor module kxy.learning.pytorch_early_termination module kxy.learning.tensorflow_early_termination module kxy.misc.boruta module kxy.misc.predictors module kxy.misc.rfe module kxy.pandas_extension.accessor module

kxy.pandas_extension.base_accessor module kxy.pandas_extension.features_accessor module kxy.pandas_extension.finance_accessor module kxy.pandas_extension.learning_accessor module kxy.pandas_extension.post_learning_accessor module kxy.pandas_extension.pre_learning_accessor module kxy.pfs.pfs_predictor module kxy.pfs.pfs_selector module kxy.post_learning.model_explanation module kxy.pre_learning.achievable_performance module kxy.pre_learning.variable_selection module

L

LeanMLPredictor (class in kxy.learning.leanml_predictor) learn_principal_direction() (in module kxy.pfs.pfs_selector) learn_principal_directions_one_shot() (in module kxy.pfs.pfs_selector)

LearningAccessor (class in kxy.pandas_extension.learning_accessor) load() (kxy.learning.leanml_predictor.LeanMLPredictor class method) (kxy.pfs.pfs_predictor.PFSPredictor class method)

M

max_ent_features_x() (kxy.pfs.pfs_selector.PFS method) model_driven_improvability() (in module kxy.post_learning.improvability) (kxy.pandas_extension.post_learning_accessor.PostLearningAccessor method) model_explanation() (in module kxy.post_learning.model_explanation) (kxy.pandas_extension.post_learning_accessor.PostLearningAccessor method) models (kxy.pfs.pfs_predictor.PFSPredictor attribute) module kxy.api.client kxy.api.data_transfer, [1] kxy.api.utils kxy.learning.base_learners kxy.learning.leanml_predictor kxy.learning.pytorch_early_termination kxy.learning.tensorflow_early_termination kxy.misc.boruta kxy.misc.predictors kxy.misc.rfe kxy.pandas_extension.accessor kxy.pandas_extension.base_accessor kxy.pandas_extension.features_accessor kxy.pandas_extension.finance_accessor kxy.pandas_extension.learning_accessor kxy.pandas_extension.post_learning_accessor kxy.pandas_extension.pre_learning_accessor kxy.pfs.pfs_predictor kxy.pfs.pfs_selector kxy.post_learning.model_explanation kxy.pre_learning.achievable_performance kxy.pre_learning.variable_selection

O

on_batch_end() (kxy.learning.tensorflow_early_termination.TerminateIfOverfittedTF method)

ordinally_encode() (kxy.pandas_extension.features_accessor.FeaturesAccessor method)

P

PCA (class in kxy.pfs.pfs_selector) PCAPredictor (class in kxy.pfs.pfs_predictor) PFS (class in kxy.pfs.pfs_selector) PFSPredictor (class in kxy.pfs.pfs_predictor) post() (kxy.api.client.APIClient static method)

PostLearningAccessor (class in kxy.pandas_extension.post_learning_accessor) predict() (kxy.learning.leanml_predictor.LeanMLPredictor method) (kxy.pandas_extension.learning_accessor.LearningAccessor method) (kxy.pfs.pfs_predictor.PFSPredictor method) PreLearningAccessor (class in kxy.pandas_extension.pre_learning_accessor) process_time_columns() (kxy.pandas_extension.features_accessor.FeaturesAccessor method)

R

RFE (class in kxy.misc.rfe)

route() (kxy.api.client.APIClient static method)

S

save() (kxy.learning.leanml_predictor.LeanMLPredictor method) (kxy.pfs.pfs_predictor.PFSPredictor method) selected_variables (kxy.misc.boruta.Boruta attribute) (kxy.misc.rfe.RFE attribute)

set_from_disk() (kxy.learning.leanml_predictor.LeanMLPredictor method) stage() (kxy.api.client.APIClient static method)

T

target_column (kxy.pfs.pfs_predictor.PFSPredictor attribute) temporal_features() (kxy.pandas_extension.features_accessor.FeaturesAccessor method)

TerminateIfOverfittedPT (class in kxy.learning.pytorch_early_termination) TerminateIfOverfittedTF (class in kxy.learning.tensorflow_early_termination)

U

upload_data() (in module kxy.api.data_transfer), [1]

url() (kxy.api.client.APIClient static method)

V

variable_selection() (in module kxy.pre_learning.variable_selection) (kxy.pandas_extension.pre_learning_accessor.PreLearningAccessor method)

X

x_columns (kxy.pfs.pfs_predictor.PFSPredictor attribute)