MLConfigs.xml

<?xml version="1.0"?>
<BDT>
  <Options>
    <tmva_tuto>!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30</tmva_tuto>
  </Options>
</BDT>

<BDTG>
  <Options>
    <tuto>!H:!V:NTrees=1000:MinNodeSize=2.5%:BoostType=Grad:Shrinkage=0.10:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=2</tuto>
  </Options>
</BDTG>

<MLP>
  <layouts>
     <ml4.2>HiddenLayers=30,20,15,5</ml4.2>
  </layouts>
  <Training_Strategies>
     <mlp_ts>NCycles=500:TestRate=10:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-4:ConvergenceTests=10:BatchSize=50:LearningRate=1e-4</mlp_ts>
  </Training_Strategies>
  <options>
     <ex1>!H:!V:VarTransform=Norm:UseRegulator:RandomSeed=0</ex1>
  </options>
</MLP>

<DNN>
  <layouts>
    <DL4.1>Layout=RELU|35,RELU|20,RELU|15,RELU|5,LINEAR</DL4.1>
    <DL4.2>Layout=RELU|30,RELU|20,RELU|15,RELU|5,LINEAR</DL4.2>
    <DL13.0>Layout=RELU|35,RELU|33,RELU|30,RELU|28,RELU|25,RELU|23,RELU|20,RELU|18,RELU|15,RELU|12,RELU|10,RELU|8,RELU|5,LINEAR</DL13.0>
  </layouts>
  <Training_Strategies>
    <ts1>TrainingStrategy=LearningRate=1e-3,ConvergenceSteps=50,BatchSize=50,TestRepetitions=10,Regularization=L2,MaxEpochs=2000,Repetitions=1</ts1>
    <ts2>TrainingStrategy=LearningRate=1e-3,ConvergenceSteps=300,BatchSize=50,TestRepetitions=10,Regularization=L2,MaxEpochs=2000,Repetitions=1</ts2>
  </Training_Strategies>
  <Other_Options>
    <oo1>H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:ValidationSize=0.2:RandomSeed=42</oo1>
  </Other_Options>
</DNN>