Package | Description |
---|---|
org.deeplearning4j.nn.conf | |
org.deeplearning4j.nn.conf.dropout | |
org.deeplearning4j.nn.conf.layers | |
org.deeplearning4j.nn.transferlearning |
Modifier and Type | Field and Description |
---|---|
protected IDropout |
NeuralNetConfiguration.Builder.idropOut |
Modifier and Type | Method and Description |
---|---|
NeuralNetConfiguration.Builder |
NeuralNetConfiguration.Builder.dropOut(IDropout dropout)
Set the dropout for all layers in this network
Note: values set by this method will be applied to all applicable layers in the network, unless a different value is explicitly set on a given layer. |
Modifier and Type | Class and Description |
---|---|
class |
AlphaDropout
AlphaDropout is a dropout technique proposed by Klaumbauer et al.
|
class |
Dropout
Implements standard (inverted) dropout.
Regarding dropout probability. |
class |
GaussianDropout
Gaussian dropout.
|
class |
GaussianNoise
Applies additive, mean-zero Gaussian noise to the input - i.e., x = x + N(0,stddev).
Note that this differs from GaussianDropout , which applies Note also that schedules for the standard deviation value can also be used. |
class |
SpatialDropout
Spatial dropout: can only be applied to 4D (convolutional) activations.
|
Modifier and Type | Method and Description |
---|---|
IDropout |
IDropout.clone() |
IDropout |
GaussianNoise.clone() |
IDropout |
SpatialDropout.clone() |
Modifier and Type | Field and Description |
---|---|
protected IDropout |
Layer.iDropout |
protected IDropout |
Layer.Builder.iDropout |
Modifier and Type | Method and Description |
---|---|
T |
Layer.Builder.dropOut(IDropout dropout)
Set the dropout for all layers in this network
|
static void |
LayerValidation.generalValidation(String layerName,
Layer layer,
IDropout iDropout,
double l2,
double l2Bias,
double l1,
double l1Bias,
Distribution dist,
List<LayerConstraint> allParamConstraints,
List<LayerConstraint> weightConstraints,
List<LayerConstraint> biasConstraints) |
static void |
LayerValidation.generalValidation(String layerName,
Layer layer,
IDropout iDropOut,
Double l2,
Double l2Bias,
Double l1,
Double l1Bias,
Distribution dist,
List<LayerConstraint> allParamConstraints,
List<LayerConstraint> weightConstraints,
List<LayerConstraint> biasConstraints) |
Constructor and Description |
---|
Builder(IDropout dropout) |
Modifier and Type | Field and Description |
---|---|
protected org.nd4j.linalg.primitives.Optional<IDropout> |
FineTuneConfiguration.dropout |
Modifier and Type | Method and Description |
---|---|
FineTuneConfiguration.Builder |
FineTuneConfiguration.Builder.dropout(IDropout dropout)
Set the dropout
|
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