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1、LearningMultipleLayersofFeaturesfromTinyImagesAlexKrizhevskyApril82009Contents1Preliminaries31.1Introduction............................................31.2Naturalimages..........................................31.2.1The
2、dataset........................................31.2.2Properties.........................................31.3TheZCAwhiteningtransfmation...............................51.3.1Motivation......................................
3、..51.3.2Whiteninglters.....................................51.3.3Whiteneddata......................................61.4RBMs...............................................61.4.1TrainingRBMs................................
4、......101.4.2DeepBeliefwks(DBNs)..............................111.4.3GaussianBernoulliRBMs................................121.4.3.1TrainingGaussianBernoulliRBMs.....................141.4.3.2Learningvisiblevariances......
5、.....................141.4.3.3Visualizinglters...............................161.4.4Measuringperfmance.................................161.5Feedfwardneuralwks..................................162Learningagenerativemodelo
6、fimages172.1Motivation............................................172.2Previouswk...........................................172.3Initialattempts..........................................172.4Deletingdirectionsofvariance.
7、.................................172.5Trainingonpatchesofimages..................................202.5.1MergingRBMstrainedonpatches...........................202.6TrainingRBMson32x32images................................
8、232.7Learningvisiblestarddeviations..............................262.8Secondlayeroffeatures.....................................263Objectclassicationexperiments323.1Thelabeledsubset.......................................
9、.323.2Methods..............................................334ParallelizingthetrainingofRBMs364.1Introduction............................................364.2Thealgithm...........................................364.3Impl
10、ementation..........................................384.3.1Writerthreads......................................394.3.2Readerthreads......................................394.4Results........................................
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