Index

_

__call__() (optimization.model_real_data_.CustomSigmoidActivation method) (optimization.model_synthetic_data_.SoftmaxWeightConstraint method) __init__() (optimization.model_real_data_.CustomLossFuntion method) (optimization.model_real_data_.CustomSigmoidActivation method) (optimization.model_real_data_.LearningRateReducer method) (optimization.model_real_data_.RestrictedDense method) (optimization.model_real_data_.WellDense method) (optimization.model_synthetic_data_.Evaluate method) (optimization.model_synthetic_data_.FlyEvaluate method) (optimization.model_synthetic_data_.SoftmaxWeightConstraint method)

A

add_noise() (in module optimization.model_synthetic_data_)

B

Bc (optimization.model_real_data_.CustomLossFuntion attribute)

bounded() (in module optimization.model_real_data_)

C

call() (optimization.model_real_data_.CustomLossFuntion method) (optimization.model_real_data_.RestrictedDense method) (optimization.model_real_data_.WellDense method) create_custom_model() (optimization.model_synthetic_data_.Evaluate method)

create_custom_pres_layer() (in module optimization.model_real_data_) create_customized_dense_layer() (in module optimization.model_real_data_) CustomLossFuntion (class in optimization.model_real_data_) CustomSigmoidActivation (class in optimization.model_real_data_)

D

data_generate() (optimization.model_synthetic_data_.Evaluate method)

dense (optimization.model_real_data_.RestrictedDense attribute) dynamic_val() (in module optimization.model_real_data_)

E

epoch_threshold (optimization.model_real_data_.LearningRateReducer attribute) Evaluate (class in optimization.model_synthetic_data_) evaluate_balance() (in module optimization.model_real_data_) evaluate_balance_two() (in module optimization.model_real_data_) evaluate_cost() (in module optimization.model_real_data_)

evaluate_solver() (optimization.model_synthetic_data_.Evaluate method) (optimization.model_synthetic_data_.FlyEvaluate method) evaluate_weymouth() (in module optimization.model_real_data_) evaluate_weymouth_two() (in module optimization.model_real_data_) extract_data() (in module optimization.model_real_data_) extract_flows_from_model() (in module optimization.model_real_data_)

F

find (optimization.model_real_data_.CustomLossFuntion attribute) flow_model() (in module optimization.model_real_data_)

fly_data() (optimization.model_synthetic_data_.FlyEvaluate method) FlyEvaluate (class in optimization.model_synthetic_data_)

G

gen_w() (in module optimization.model_real_data_) generate() (optimization.model_synthetic_data_.FlyEvaluate method) get_config() (optimization.model_real_data_.CustomLossFuntion method) (optimization.model_real_data_.CustomSigmoidActivation method) (optimization.model_real_data_.RestrictedDense method) (optimization.model_real_data_.WellDense method) (optimization.model_synthetic_data_.SoftmaxWeightConstraint method)

H

history_plot() (optimization.model_synthetic_data_.Evaluate method)

history_plot_loss() (optimization.model_synthetic_data_.FlyEvaluate method)

I

i (optimization.model_real_data_.CustomLossFuntion attribute) ic (optimization.model_real_data_.CustomLossFuntion attribute)

identify_atypical_values() (in module optimization.model_real_data_) initializer (optimization.model_real_data_.RestrictedDense attribute)

J

j (optimization.model_real_data_.CustomLossFuntion attribute)

jc (optimization.model_real_data_.CustomLossFuntion attribute)

K

Kt (optimization.model_real_data_.CustomLossFuntion attribute)

L

LearningRateReducer (class in optimization.model_real_data_)

load_data() (in module optimization.model_real_data_) loss_val() (in module optimization.model_real_data_)

M

minimize_l1_norm() (in module optimization.model_synthetic_data_) mish() (in module optimization.model_real_data_) model_columns (optimization.model_synthetic_data_.Evaluate attribute) model_eval() (optimization.model_synthetic_data_.FlyEvaluate method) model_op() (optimization.model_synthetic_data_.FlyEvaluate method)

ModelEval() (optimization.model_synthetic_data_.Evaluate method) module optimization optimization.model_real_data_ optimization.model_synthetic_data_

N

ng_case_evaluate() (in module optimization.model_real_data_)

ng_evaluate_atip() (in module optimization.model_real_data_)

O

on_epoch_begin() (optimization.model_real_data_.LearningRateReducer method) on_predict_batch_begin() (optimization.model_real_data_.TimeHistoryTest method) on_predict_batch_end() (optimization.model_real_data_.TimeHistoryTest method) on_predict_begin() (optimization.model_real_data_.TimeHistoryTest method) optimization module

optimization.model_real_data_ module optimization.model_synthetic_data_ module

P

parameters() (optimization.model_synthetic_data_.FlyEvaluate method) plot() (optimization.model_synthetic_data_.Evaluate method) plot_results() (optimization.model_synthetic_data_.FlyEvaluate method)

plot_time() (in module optimization.model_real_data_) plots() (in module optimization.model_real_data_) prediction_times (optimization.model_real_data_.TimeHistoryTest attribute) probability_vector() (in module optimization.model_synthetic_data_)

R

random_matrix() (in module optimization.model_synthetic_data_)

RestrictedDense (class in optimization.model_real_data_) result_path (optimization.model_synthetic_data_.Evaluate attribute)

S

signal_to_noise_levels (optimization.model_synthetic_data_.Evaluate attribute) SoftmaxWeightConstraint (class in optimization.model_synthetic_data_)

solvers (optimization.model_synthetic_data_.Evaluate attribute) split() (in module optimization.model_real_data_) swish() (in module optimization.model_real_data_)

T

TimeHistoryTest (class in optimization.model_real_data_)

U

units (optimization.model_real_data_.RestrictedDense attribute)

V

visualize_atipic() (in module optimization.model_real_data_)

visualize_non_convergence() (in module optimization.model_real_data_)

W

well (optimization.model_real_data_.RestrictedDense attribute) (optimization.model_real_data_.WellDense attribute)

WellDense (class in optimization.model_real_data_)