iihusseinali
iihusseinali
/ Updated NN Configuration
Created
July 31, 2017 15:16
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| MultiLayerConfiguration conf = new NeuralNetConfiguration.Builder() | |
| .seed(rngSeed) //Random number generator seed for improved repeatability. Optional. | |
| .optimizationAlgo(OptimizationAlgorithm.STOCHASTIC_GRADIENT_DESCENT).iterations(1) | |
| .weightInit(WeightInit.XAVIER) | |
| .updater(Updater.NESTEROVS).momentum(0.9) | |
| .learningRate(0.005) | |
| .gradientNormalization(GradientNormalization.ClipElementWiseAbsoluteValue) //Not always required, but helps with this data set | |
| .gradientNormalizationThreshold(0.5) | |
| .list() | |
| .layer(0, new Convolution1DLayer.Builder(5, 1) |
iihusseinali
/ Network Setup
Created
July 31, 2017 13:57
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| MultiLayerConfiguration conf = new NeuralNetConfiguration.Builder() | |
| .seed(rngSeed) //Random number generator seed for improved repeatability. Optional. | |
| .optimizationAlgo(OptimizationAlgorithm.STOCHASTIC_GRADIENT_DESCENT).iterations(1) | |
| .weightInit(WeightInit.XAVIER) | |
| .updater(Updater.NESTEROVS).momentum(0.9) | |
| .learningRate(0.005) | |
| .gradientNormalization(GradientNormalization.ClipElementWiseAbsoluteValue) //Not always required, but helps with this data set | |
| .gradientNormalizationThreshold(0.5) | |
| .list() | |
| .layer(0, new ConvolutionLayer.Builder(5, 1) |
iihusseinali
/ Sample Features file
Created
July 31, 2017 13:54
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| 18.805069 | |
| 20.349251 | |
| 19.806794 | |
| 21.240426 | |
| 22.389032 | |
| 22.148030 | |
| 24.010619 | |
| 26.063022 | |
| 24.489686 | |
| 26.680729 |
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| package com.lcpt; | |
| import org.datavec.api.io.labels.ParentPathLabelGenerator; | |
| import org.datavec.api.records.listener.impl.LogRecordListener; | |
| import org.datavec.api.records.reader.RecordReader; | |
| import org.datavec.api.records.reader.SequenceRecordReader; | |
| import org.datavec.api.records.reader.impl.csv.CSVRecordReader; | |
| import org.datavec.api.records.reader.impl.csv.CSVSequenceRecordReader; | |
| import org.datavec.api.split.FileSplit; | |
| import org.datavec.api.split.NumberedFileInputSplit; |