Index

_

__call__() (phitodeep.model.Sequential method)

__ini__() (phitodeep.optimization.schedulers.AlphaScheduler method)

A

Adam (class in phitodeep.optimization.optimizers) add() (phitodeep.model.Sequential method) alpha (phitodeep.layers.activation.LeakyReLu attribute) (phitodeep.model.Sequential attribute) (phitodeep.optimization.optimizers.Adam attribute) (phitodeep.optimization.optimizers.SGD attribute)

alpha() (phitodeep.model.SequentialBuilder method) alpha_activation (phitodeep.layers.activation.ELU attribute) alpha_value (phitodeep.model.SequentialBuilder attribute) AlphaScheduler (class in phitodeep.optimization.schedulers)

B

b (phitodeep.layers.base.Dense attribute) backward() (phitodeep.layers.activation.ELU method) (phitodeep.layers.activation.GELU method) (phitodeep.layers.activation.LeakyReLu method) (phitodeep.layers.activation.ReLu method) (phitodeep.layers.activation.Sigmoid method) (phitodeep.layers.activation.Softmax method) (phitodeep.layers.activation.Swish method) (phitodeep.layers.activation.Tanh method) (phitodeep.layers.base.Dense method) (phitodeep.layers.base.Flatten method) (phitodeep.layers.base.Layer method) (phitodeep.model.Sequential method)

batch() (phitodeep.model.SequentialBuilder method) batch_size (phitodeep.model.Sequential attribute) (phitodeep.model.SequentialBuilder attribute) beta1 (phitodeep.optimization.optimizers.Adam attribute) beta2 (phitodeep.optimization.optimizers.Adam attribute) BinaryCrossEntropy (class in phitodeep.loss) build() (phitodeep.model.SequentialBuilder method)

C

cache (phitodeep.layers.base.Layer attribute) CategoricalCrossEntropy (class in phitodeep.loss) constant (phitodeep.layers.activation.GELU attribute) copy() (phitodeep.layers.activation.ELU method) (phitodeep.layers.activation.GELU method) (phitodeep.layers.activation.LeakyReLu method) (phitodeep.layers.activation.ReLu method) (phitodeep.layers.activation.Sigmoid method) (phitodeep.layers.activation.Softmax method) (phitodeep.layers.activation.Swish method) (phitodeep.layers.activation.Tanh method) (phitodeep.layers.base.Dense method) (phitodeep.layers.base.Flatten method) (phitodeep.layers.base.Layer method) (phitodeep.model.Sequential method)

D

decay_rate (phitodeep.optimization.schedulers.InverseTimeDecay attribute) delta (phitodeep.loss.Huber attribute)

Dense (class in phitodeep.layers.base) dense() (phitodeep.model.SequentialBuilder method)

E

ELU (class in phitodeep.layers.activation) elu() (phitodeep.model.SequentialBuilder method) epochs (phitodeep.model.Sequential attribute)

epochs() (phitodeep.model.SequentialBuilder method) epochs_value (phitodeep.model.SequentialBuilder attribute) epsilon (phitodeep.optimization.optimizers.Adam attribute)

F

Flatten (class in phitodeep.layers.base) flatten() (phitodeep.model.SequentialBuilder method) forward() (phitodeep.layers.activation.ELU method) (phitodeep.layers.activation.GELU method) (phitodeep.layers.activation.LeakyReLu method) (phitodeep.layers.activation.ReLu method) (phitodeep.layers.activation.Sigmoid method) (phitodeep.layers.activation.Softmax method) (phitodeep.layers.activation.Swish method) (phitodeep.layers.activation.Tanh method) (phitodeep.layers.base.Dense method) (phitodeep.layers.base.Flatten method) (phitodeep.layers.base.Layer method)

G

GELU (class in phitodeep.layers.activation) get_scale() (phitodeep.optimization.initialization.He method) (phitodeep.optimization.initialization.Initializer method) (phitodeep.optimization.initialization.Xavier method)

grads (phitodeep.layers.base.Dense attribute) (phitodeep.layers.base.Layer attribute)

H

He (class in phitodeep.optimization.initialization)

Hinge (class in phitodeep.loss) Huber (class in phitodeep.loss)

I

init_type (phitodeep.optimization.initialization.Initializer attribute) Initializer (class in phitodeep.optimization.initialization) initializer (phitodeep.layers.base.Layer attribute)

InitType (class in phitodeep.optimization.initialization) input_size (phitodeep.layers.base.Dense attribute) InverseTimeDecay (class in phitodeep.optimization.schedulers)

L

Layer (class in phitodeep.layers.base) layers (phitodeep.model.Sequential attribute) (phitodeep.model.SequentialBuilder attribute) LeakyReLu (class in phitodeep.layers.activation) loss() (phitodeep.model.SequentialBuilder method) loss_class (phitodeep.model.Sequential attribute) (phitodeep.model.SequentialBuilder attribute) loss_func() (phitodeep.loss.BinaryCrossEntropy method) (phitodeep.loss.CategoricalCrossEntropy method) (phitodeep.loss.Hinge method) (phitodeep.loss.Huber method) (phitodeep.loss.LossBase method) (phitodeep.loss.MeanSquaredError method)

loss_gradient() (phitodeep.loss.BinaryCrossEntropy method) (phitodeep.loss.CategoricalCrossEntropy method) (phitodeep.loss.Hinge method) (phitodeep.loss.Huber method) (phitodeep.loss.LossBase method) (phitodeep.loss.MeanSquaredError method) LossBase (class in phitodeep.loss)

M

m (phitodeep.optimization.optimizers.Adam attribute) MeanSquaredError (class in phitodeep.loss) module phitodeep phitodeep.layers phitodeep.layers.activation phitodeep.layers.base phitodeep.loss phitodeep.model phitodeep.optimization phitodeep.optimization.initialization phitodeep.optimization.optimizers phitodeep.optimization.schedulers phitodeep.optimization.training

N

name (phitodeep.layers.base.Layer attribute) (phitodeep.loss.LossBase attribute) (phitodeep.optimization.initialization.Initializer attribute) (phitodeep.optimization.optimizers.Optimizer attribute)

NORMAL (phitodeep.optimization.initialization.InitType attribute)

O

Optimizer (class in phitodeep.optimization.optimizers) optimizer() (phitodeep.model.SequentialBuilder method)

optimizer_type (phitodeep.model.Sequential attribute) (phitodeep.model.SequentialBuilder attribute) output_size (phitodeep.layers.base.Dense attribute)

P

phitodeep module phitodeep.layers module phitodeep.layers.activation module phitodeep.layers.base module phitodeep.loss module phitodeep.model module

phitodeep.optimization module phitodeep.optimization.initialization module phitodeep.optimization.optimizers module phitodeep.optimization.schedulers module phitodeep.optimization.training module predict() (phitodeep.model.Sequential method)

R

ReLu (class in phitodeep.layers.activation)

relu() (phitodeep.model.SequentialBuilder method)

S

Sequential (class in phitodeep.model) SequentialBuilder (class in phitodeep.model) setbatchsize() (phitodeep.model.Sequential method) setloss() (phitodeep.model.Sequential method) setoptimizer() (phitodeep.model.Sequential method) SGD (class in phitodeep.optimization.optimizers) Sigmoid (class in phitodeep.layers.activation) sigmoid() (phitodeep.model.SequentialBuilder method)

Softmax (class in phitodeep.layers.activation) softmax() (phitodeep.model.SequentialBuilder method) step() (phitodeep.optimization.optimizers.Adam method) (phitodeep.optimization.optimizers.Optimizer method) (phitodeep.optimization.optimizers.SGD method) (phitodeep.optimization.schedulers.AlphaScheduler method) (phitodeep.optimization.schedulers.InverseTimeDecay method) summary() (phitodeep.model.Sequential method) Swish (class in phitodeep.layers.activation)

T

t (phitodeep.optimization.optimizers.Adam attribute) Tanh (class in phitodeep.layers.activation)

tanh() (phitodeep.model.SequentialBuilder method) train() (phitodeep.model.Sequential method) train_loop() (in module phitodeep.optimization.training)

U

UNIFORM (phitodeep.optimization.initialization.InitType attribute)

V

v (phitodeep.optimization.optimizers.Adam attribute)

W

W (phitodeep.layers.base.Dense attribute)

X

Xavier (class in phitodeep.optimization.initialization)