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package ai.skymind.training.demos; | |
import org.apache.log4j.BasicConfigurator; | |
import org.datavec.image.loader.NativeImageLoader; | |
import org.deeplearning4j.nn.graph.ComputationGraph; | |
import org.deeplearning4j.nn.modelimport.keras.trainedmodels.TrainedModels; | |
import org.deeplearning4j.util.ModelSerializer; | |
import org.nd4j.linalg.api.ndarray.INDArray; | |
import org.nd4j.linalg.dataset.api.preprocessor.DataNormalization; | |
import org.nd4j.linalg.dataset.api.preprocessor.VGG16ImagePreProcessor; |
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package ai.skymind.training.labs; | |
import org.apache.log4j.BasicConfigurator; | |
import org.deeplearning4j.api.storage.StatsStorage; | |
import org.deeplearning4j.nn.api.OptimizationAlgorithm; | |
import org.deeplearning4j.nn.conf.NeuralNetConfiguration; | |
import org.deeplearning4j.nn.conf.Updater; | |
import org.deeplearning4j.nn.conf.layers.DenseLayer; | |
import org.deeplearning4j.nn.conf.layers.OutputLayer; | |
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork; |
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package tech.dubs; | |
import org.apache.spark.SparkConf; | |
import org.apache.spark.api.java.JavaRDD; | |
import org.apache.spark.api.java.JavaSparkContext; | |
import org.datavec.api.records.reader.RecordReader; | |
import org.datavec.api.records.reader.impl.csv.CSVRecordReader; | |
import org.datavec.api.split.FileSplit; | |
import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator; | |
import org.deeplearning4j.eval.Evaluation; |
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package ai.skymind.training.solutions; | |
import org.apache.log4j.BasicConfigurator; | |
import org.datavec.api.records.reader.RecordReader; | |
import org.datavec.api.records.reader.impl.csv.CSVRecordReader; | |
import org.datavec.api.split.FileSplit; | |
import org.datavec.api.util.ClassPathResource; | |
import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator; | |
import org.deeplearning4j.eval.Evaluation; | |
import org.deeplearning4j.nn.api.OptimizationAlgorithm; |
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import numpy | |
import pandas | |
from keras.models import Sequential | |
from keras.layers import Dense | |
from keras.wrappers.scikit_learn import KerasClassifier | |
from keras.utils import np_utils | |
from sklearn.cross_validation import cross_val_score, KFold | |
from sklearn.preprocessing import LabelEncoder | |
from sklearn.pipeline import Pipeline |
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import numpy | |
import pandas | |
from keras.models import Sequential | |
from keras.layers import Dense | |
from keras.wrappers.scikit_learn import KerasClassifier | |
from keras.utils import np_utils | |
from sklearn.cross_validation import cross_val_score, KFold | |
from sklearn.preprocessing import LabelEncoder | |
from sklearn.pipeline import Pipeline |
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package org.deeplearning4j.examples.dataexamples; | |
import org.datavec.api.records.reader.RecordReader; | |
import org.datavec.api.split.FileSplit; | |
import org.datavec.api.split.InputSplit; | |
import org.datavec.api.util.ClassPathResource; | |
import org.datavec.image.loader.BaseImageLoader; | |
import org.datavec.image.loader.NativeImageLoader; | |
import org.datavec.image.recordreader.ImageRecordReader; | |
import org.datavec.image.transform.*; |
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package ai.skymind.training.solutions; | |
import org.apache.log4j.BasicConfigurator; | |
import org.datavec.api.records.reader.RecordReader; | |
import org.datavec.api.records.reader.impl.csv.CSVRecordReader; | |
import org.datavec.api.split.FileSplit; | |
import org.datavec.api.util.ClassPathResource; | |
import org.deeplearning4j.api.storage.StatsStorage; | |
import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator; | |
import org.deeplearning4j.eval.Evaluation; |
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package org.deeplearning4j.examples.dataexamples; | |
import org.datavec.api.records.reader.RecordReader; | |
import org.datavec.api.records.reader.impl.csv.CSVRecordReader; | |
import org.datavec.api.split.FileSplit; | |
import org.datavec.api.util.ClassPathResource; | |
import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator; | |
import org.deeplearning4j.eval.Evaluation; | |
import org.deeplearning4j.eval.IEvaluation; | |
import org.deeplearning4j.eval.RegressionEvaluation; |
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package ai.skymind.training.demos; | |
import org.apache.log4j.BasicConfigurator; | |
import org.deeplearning4j.api.storage.StatsStorage; | |
import org.deeplearning4j.eval.Evaluation; | |
import org.deeplearning4j.nn.api.OptimizationAlgorithm; | |
import org.deeplearning4j.nn.conf.NeuralNetConfiguration; | |
import org.deeplearning4j.nn.conf.Updater; | |
import org.deeplearning4j.nn.conf.layers.DenseLayer; | |
import org.deeplearning4j.nn.conf.layers.OutputLayer; |