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This project provides an implementation of the AutoML tool ML-Plan for MEKA.

There is a newer version: 0.2.7

{
  "repository" : "meka.classifiers.multilabel.meta.DeepML",
  "include" : [ ],
  "components" : [ {
    "name" : "meka.classifiers.multilabel.meta.DeepML",
    "providedInterface" : [ "MLClassifier", "MetaMLClassifier", "ProblemTransformationMethod" ],
    "requiredInterface" : [ {
      "id" : "W",
      "name" : "BasicMLClassifier"
    } ],
    "parameters" : [ {
      "comment" : "Sets the number of RBMs default: 2",
      "name" : "N",
      "type" : "int",
      "default" : 2,
      "min" : 2,
      "max" : 5,
      "refineSplits" : 2,
      "minInterval" : 1
    }, {
      "comment" : "Sets the number of hidden units default: 10",
      "name" : "H",
      "type" : "int",
      "default" : 10,
      "min" : 5,
      "max" : 100,
      "refineSplits" : 2,
      "minInterval" : 5
    }, {
      "comment" : "Sets the maximum number of epochs default: 1000 (auto_cut_out)",
      "name" : "E",
      "type" : "int",
      "default" : 1000,
      "min" : 100,
      "max" : 10000,
      "refineSplits" : 2,
      "minInterval" : 100
    }, {
      "comment" : "Sets the learning rate (tyically somewhere between 'very small' and 0.1) default: 0.1",
      "name" : "r",
      "type" : "double",
      "default" : 0.1,
      "min" : 1.0E-5,
      "max" : 0.1,
      "refineSplits" : 2,
      "minInterval" : 1.0E-5
    }, {
      "name" : "m",
      "comment" : "Sets the momentum (typically somewhere between 0.1 and 0.9) default: 0.1",
      "type" : "double",
      "default" : 0.1,
      "min" : 0.1,
      "max" : 0.9,
      "refineSplits" : 2,
      "minInterval" : 0.05
    } ]
  } ]
}