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wekadeeplearning4j's Introduction

wekaDeeplearning4j

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DL4J wrapper for WEKA. Original code written by Mark Hall. This package currently introduces a new classifier, Dl4jMlpClassifier, which allows arbitrary-depth MLPs to be built with a degree of flexibility (e.g. type of weight initialisation, loss function, gradient descent algorithm, etc.).

The full documentation, giving installation instructions and getting started guides, is available here.

Weka Workbench GUI

Installation with Pre-Built Zips

The latest release provide pre-built zip files of the packages that allow easy installation via commandline

java -cp weka.jar weka.core.WekaPackageManager \
     -install-package package.zip

or via the GUI package manager as described here.

Usage

An example script is provided that can be run on the Iris dataset in the scripts directory.

$ java -cp $WEKA_HOME/weka.jar weka.Run \
		.Dl4jMlpClassifier \
		-S 1 \
		-layer "weka.dl4j.layers.OutputLayer \
		        -activation weka.dl4j.activations.ActivationSoftmax \
		        -lossFn weka.dl4j.lossfunctions.LossMCXENT" \
		-config "weka.dl4j.NeuralNetConfiguration \
		        -updater weka.dl4j.updater.Adam" \
		-numEpochs 10 \
		-t datasets/nominal/iris.arff \
		-split-percentage 66

Documentation

The java documentation can be found here.

Contributing

If you want to contribute to the project, check out the contributing guide.

Misc.

Original code by Mark Hall

wekadeeplearning4j's People

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