Index

A

AcceleratedLinearSearch (class in gklr.optimizer)

C

calc_f() (gklr.calcs.Calcs method) (gklr.kernel_calcs.KernelCalcs method) calc_G() (gklr.calcs.Calcs method) (gklr.kernel_calcs.KernelCalcs method) calc_P() (gklr.calcs.Calcs method) calc_probabilities() (gklr.calcs.Calcs method) (gklr.kernel_calcs.KernelCalcs method)

calc_Y() (gklr.calcs.Calcs method) Calcs (class in gklr.calcs) check_values() (gklr.config.Config method) clear_kernel() (gklr.gklr.KernelModel method) Config (class in gklr.config) convert_size_bytes_to_human_readable() (in module gklr.kernel_utils)

D

derivative() (gklr.optimizer.MemoizeJac method)

display_info() (in module gklr) dot() (gklr.kernel_matrix.KernelMatrix method)

E

elapsed_time_to_str() (in module gklr.kernel_utils)

Estimation (class in gklr.estimation)

F

fit() (gklr.gklr.KernelModel method)

G

get_alternatives() (gklr.kernel_matrix.KernelMatrix method) get_choices() (gklr.kernel_matrix.KernelMatrix method) get_choices_indices() (gklr.kernel_matrix.KernelMatrix method) get_choices_matrix() (gklr.kernel_matrix.KernelMatrix method) get_K() (gklr.kernel_matrix.KernelMatrix method) get_kernel() (gklr.gklr.KernelModel method) get_num_alternatives() (gklr.kernel_matrix.KernelMatrix method) get_num_cols() (gklr.kernel_matrix.KernelMatrix method) get_num_rows() (gklr.kernel_matrix.KernelMatrix method) get_num_samples() (gklr.kernel_matrix.KernelMatrix method) gklr module gklr.calcs module gklr.config module gklr.estimation module

gklr.gklr module gklr.kernel_calcs module gklr.kernel_estimator module gklr.kernel_matrix module gklr.kernel_utils module gklr.logger module gklr.optimizer module gradient() (gklr.calcs.Calcs method) (gklr.estimation.Estimation method) (gklr.kernel_calcs.KernelCalcs method) (gklr.kernel_estimator.KernelEstimator method)

I

initialize() (gklr.optimizer.AcceleratedLinearSearch method)

K

KernelCalcs (class in gklr.kernel_calcs) KernelEstimator (class in gklr.kernel_estimator)

KernelMatrix (class in gklr.kernel_matrix) KernelModel (class in gklr.gklr)

L

LearningRateScheduler (class in gklr.optimizer) log_likelihood() (gklr.calcs.Calcs method) (gklr.kernel_calcs.KernelCalcs method) logger_critical() (in module gklr.logger) logger_debug() (in module gklr.logger)

logger_error() (in module gklr.logger) logger_get_level() (in module gklr.logger) logger_info() (in module gklr.logger) logger_log() (in module gklr.logger) logger_set_level() (in module gklr.logger) logger_warning() (in module gklr.logger)

M

MemoizeJac (class in gklr.optimizer) minimize() (gklr.estimation.Estimation method) (gklr.kernel_estimator.KernelEstimator method) (gklr.optimizer.Optimizer method) minimize_mini_batch_sgd() (gklr.optimizer.Optimizer method) module gklr gklr.calcs gklr.config gklr.estimation gklr.gklr gklr.kernel_calcs gklr.kernel_estimator gklr.kernel_matrix gklr.kernel_utils gklr.logger gklr.optimizer

O

objective_function() (gklr.estimation.Estimation method) (gklr.kernel_estimator.KernelEstimator method)

objective_function_with_gradient() (gklr.estimation.Estimation method) (gklr.kernel_estimator.KernelEstimator method) Optimizer (class in gklr.optimizer)

P

predict() (gklr.gklr.KernelModel method)

predict_log_proba() (gklr.gklr.KernelModel method) predict_proba() (gklr.gklr.KernelModel method)

R

remove_hyperparameter() (gklr.config.Config method)

S

score() (gklr.gklr.KernelModel method) set_hyperparameter() (gklr.config.Config method)

set_kernel_test() (gklr.gklr.KernelModel method) set_kernel_train() (gklr.gklr.KernelModel method) summary() (gklr.gklr.KernelModel method)

T

tikhonov_penalty() (gklr.kernel_calcs.KernelCalcs method)

tikhonov_penalty_gradient() (gklr.kernel_calcs.KernelCalcs method)

U

update_params() (gklr.optimizer.AcceleratedLinearSearch method)