Index

A

a (isanet.activation.Sigmoid attribute) (isanet.activation.Tanh attribute) accuracy_binary() (in module isanet.metrics)

Activation (class in isanet.activation) activations (isanet.model.Mlp attribute) add() (isanet.model.Mlp method) append_history() (isanet.model.Mlp method)

B

backpropagation() (isanet.optimizer.LBFGS.LBFGS method) (isanet.optimizer.NCG.NCG method) (isanet.optimizer.optimizer.Optimizer method) (isanet.optimizer.SGD.SGD method)

C

check_early_stop() (isanet.optimizer.optimizer.EarlyStopping method)

D

derivative() (isanet.activation.Activation method) (isanet.activation.Identity method) (isanet.activation.Relu method) (isanet.activation.Sigmoid method) (isanet.activation.Softmax method) (isanet.activation.Tanh method)

derphi() (isanet.optimizer.linesearch.phi_function method)

E

EarlyStopping (class in isanet.optimizer.optimizer)

F

f() (isanet.activation.Activation method) (isanet.activation.Identity method) (isanet.activation.Relu method) (isanet.activation.Sigmoid method) (isanet.activation.Softmax method) (isanet.activation.Tanh method) fit() (isanet.model.Mlp method) (isanet.model_selection.model_selection.GridSearchCV method) (isanet.neural_network.MLPClassifier method) (isanet.neural_network.MLPRegressor method)

folds_dim (isanet.model_selection.model_selection.GridSearchCV attribute) forward() (isanet.optimizer.LBFGS.LBFGS method) (isanet.optimizer.NCG.NCG method) (isanet.optimizer.optimizer.Optimizer method) (isanet.optimizer.SGD.SGD method)

G

get_batch() (isanet.optimizer.LBFGS.LBFGS method) (isanet.optimizer.NCG.NCG method) (isanet.optimizer.optimizer.Optimizer method) (isanet.optimizer.SGD.SGD method) get_epoch_history() (isanet.model.Mlp method) get_grid_dim() (isanet.model_selection.model_selection.GridSearchCV method) get_history() (isanet.neural_network.MLPClassifier method) (isanet.neural_network.MLPRegressor method)

get_min_val() (isanet.optimizer.optimizer.EarlyStopping method) get_n_splits() (isanet.model_selection.model_selection.Kfold method) get_params() (isanet.neural_network.MLPClassifier method) (isanet.neural_network.MLPRegressor method) get_weights() (isanet.neural_network.MLPClassifier method) (isanet.neural_network.MLPRegressor method) get_weights_backup() (isanet.optimizer.optimizer.EarlyStopping method) grid_dim (isanet.model_selection.model_selection.GridSearchCV attribute) GridSearchCV (class in isanet.model_selection.model_selection)

H

history (isanet.model.Mlp attribute) (isanet.optimizer.LBFGS.LBFGS attribute) (isanet.optimizer.NCG.NCG attribute) (isanet.optimizer.SGD.SGD attribute)

I

Identity (class in isanet.activation) is_fitted (isanet.model.Mlp attribute) isanet.activation module isanet.datasets.iris module isanet.datasets.monk module isanet.metrics module isanet.model module isanet.model_selection.model_selection module isanet.neural_network module

isanet.optimizer.LBFGS module isanet.optimizer.linesearch module isanet.optimizer.NCG module isanet.optimizer.optimizer module isanet.optimizer.SGD module isanet.optimizer.utils module isanet.utils.model_utils module

K

kernel_regularizer (isanet.model.Mlp attribute)

Kfold (class in isanet.model_selection.model_selection)

L

l_norm() (in module isanet.optimizer.utils) l_scalar_product() (in module isanet.optimizer.utils) LBFGS (class in isanet.optimizer.LBFGS) line_search_wolfe() (in module isanet.optimizer.linesearch)

line_search_wolfe_f() (in module isanet.optimizer.linesearch) load_data() (in module isanet.utils.model_utils) load_iris() (in module isanet.datasets.iris) load_monk() (in module isanet.datasets.monk)

M

make_vector() (in module isanet.optimizer.utils) mee() (in module isanet.metrics) Mlp (class in isanet.model) MLPClassifier (class in isanet.neural_network) MLPRegressor (class in isanet.neural_network) module isanet.activation isanet.datasets.iris isanet.datasets.monk isanet.metrics isanet.model isanet.model_selection.model_selection isanet.neural_network isanet.optimizer.LBFGS isanet.optimizer.linesearch isanet.optimizer.NCG isanet.optimizer.optimizer isanet.optimizer.SGD isanet.optimizer.utils isanet.utils.model_utils

mse() (in module isanet.metrics) mse_reg() (in module isanet.metrics)

N

n_layers (isanet.model.Mlp attribute)

n_vars (isanet.model.Mlp attribute) NCG (class in isanet.optimizer.NCG)

O

optimize() (isanet.optimizer.LBFGS.LBFGS method) (isanet.optimizer.NCG.NCG method) (isanet.optimizer.optimizer.Optimizer method) (isanet.optimizer.SGD.SGD method)

Optimizer (class in isanet.optimizer.optimizer)

P

phi() (isanet.optimizer.linesearch.phi_function method) phi_function (class in isanet.optimizer.linesearch) plotHistory() (in module isanet.utils.model_utils) plotMse() (in module isanet.utils.model_utils) predict() (isanet.model.Mlp method) (isanet.neural_network.MLPClassifier method) (isanet.neural_network.MLPRegressor method)

printAcc() (in module isanet.utils.model_utils) printMEE() (in module isanet.utils.model_utils) printMSE() (in module isanet.utils.model_utils) product_dict() (in module isanet.model_selection.model_selection) product_list() (in module isanet.model_selection.model_selection)

R

random_weights_layer() (in module isanet.model)

Relu (class in isanet.activation) restore_w_to_model() (in module isanet.optimizer.utils)

S

save_data() (in module isanet.utils.model_utils) set_optimizer() (isanet.model.Mlp method) SGD (class in isanet.optimizer.SGD) Sigmoid (class in isanet.activation) Softmax (class in isanet.activation)

split() (isanet.model_selection.model_selection.Kfold method) step() (isanet.optimizer.LBFGS.LBFGS method) (isanet.optimizer.NCG.NCG method) (isanet.optimizer.optimizer.Optimizer method) (isanet.optimizer.SGD.SGD method)

T

Tanh (class in isanet.activation)

tot_train (isanet.model_selection.model_selection.GridSearchCV attribute)

W

weights (isanet.model.Mlp attribute)