Package org.tribuo.classification.sgd.linear

package org.tribuo.classification.sgd.linear

Provides an implementation of a classification linear model using Stochastic Gradient Descent.

Related Packages

Package	Description
org.tribuo.classification.sgd	Provides infrastructure for Stochastic Gradient Descent for classification problems.
org.tribuo.classification.sgd.crf	Provides an implementation of a linear chain CRF trained using Stochastic Gradient Descent.
org.tribuo.classification.sgd.fm	Provides an implementation of a classification factorization machine using Stochastic Gradient Descent.
org.tribuo.classification.sgd.kernel	Provides a SGD implementation of a Kernel SVM using the Pegasos algorithm.
org.tribuo.classification.sgd.objectives	Provides classification loss functions for Stochastic Gradient Descent.

Class	Description
LinearSGDModel	The inference time version of a linear model trained using SGD.
LinearSGDOptions	CLI options for training a linear classifier.
LinearSGDOptions.LossEnum	Available loss types.
LinearSGDTrainer	A trainer for a linear classifier using SGD.
LogisticRegressionTrainer	A logistic regression trainer that uses a reasonable objective, optimiser, number of epochs and minibatch size.