Uses of Interface
org.tribuo.common.sgd.SGDObjective

Packages that use SGDObjective

Package	Description
org.tribuo.classification.sgd	Provides infrastructure for Stochastic Gradient Descent for classification problems.
org.tribuo.classification.sgd.linear	Provides an implementation of a classification linear model using Stochastic Gradient Descent.
org.tribuo.classification.sgd.objectives	Provides classification loss functions for Stochastic Gradient Descent.
org.tribuo.common.sgd	Provides the base classes for models trained with stochastic gradient descent.
org.tribuo.multilabel.sgd	Provides infrastructure for Stochastic Gradient Descent for multi-label classification problems.
org.tribuo.multilabel.sgd.linear	Provides an implementation of a multi-label classification linear model using Stochastic Gradient Descent.
org.tribuo.multilabel.sgd.objectives	Provides multi-label classification loss functions for Stochastic Gradient Descent.
org.tribuo.regression.sgd	Provides infrastructure for Stochastic Gradient Descent based regression models.
org.tribuo.regression.sgd.linear	Provides an implementation of linear regression using Stochastic Gradient Descent.
org.tribuo.regression.sgd.objectives	Provides regression loss functions for Stochastic Gradient Descent.

Uses of SGDObjective in org.tribuo.classification.sgd

Subinterfaces of SGDObjective in org.tribuo.classification.sgd

Modifier and Type	Interface and Description
interface	LabelObjective An interface for single label prediction objectives.

Uses of SGDObjective in org.tribuo.classification.sgd.linear

Methods in org.tribuo.classification.sgd.linear that return SGDObjective

Modifier and Type	Method and Description
protected SGDObjective<Integer>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.classification.sgd.objectives

Classes in org.tribuo.classification.sgd.objectives that implement SGDObjective

Modifier and Type	Class and Description
class	Hinge Hinge loss, scores the correct value margin and any incorrect predictions -margin.
class	LogMulticlass A multiclass version of the log loss.

Uses of SGDObjective in org.tribuo.common.sgd

Methods in org.tribuo.common.sgd that return SGDObjective

Modifier and Type	Method and Description
protected abstract SGDObjective<U>	AbstractSGDTrainer.getObjective() Returns the objective used by this trainer.

Uses of SGDObjective in org.tribuo.multilabel.sgd

Subinterfaces of SGDObjective in org.tribuo.multilabel.sgd

Modifier and Type	Interface and Description
interface	MultiLabelObjective An interface for multi-label prediction objectives.

Uses of SGDObjective in org.tribuo.multilabel.sgd.linear

Methods in org.tribuo.multilabel.sgd.linear that return SGDObjective

Modifier and Type	Method and Description
protected SGDObjective<SGDVector>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.multilabel.sgd.objectives

Classes in org.tribuo.multilabel.sgd.objectives that implement SGDObjective

Modifier and Type	Class and Description
class	BinaryCrossEntropy A multilabel version of binary cross entropy loss which expects logits.

Uses of SGDObjective in org.tribuo.regression.sgd

Subinterfaces of SGDObjective in org.tribuo.regression.sgd

Modifier and Type	Interface and Description
interface	RegressionObjective An interface for regression objectives.

Uses of SGDObjective in org.tribuo.regression.sgd.linear

Methods in org.tribuo.regression.sgd.linear that return SGDObjective

Modifier and Type	Method and Description
protected SGDObjective<DenseVector>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.regression.sgd.objectives

Classes in org.tribuo.regression.sgd.objectives that implement SGDObjective

Modifier and Type	Class and Description
class	AbsoluteLoss Absolute loss (i.e., l1).
class	Huber Huber loss, i.e., a mixture of l2 and l1 losses.
class	SquaredLoss Squared loss, i.e., l2.