DeepLearning(深度学习)学习笔记(不断更新):
笔者先从多个渠道整理了几篇,后续边看边更新。
1、DenselyConnectedConvolutionalNetworks
2、LearningFromSimulatedandUnsupervisedImagesthroughAdversarialTraining
3、AnnotatingObjectInstancewithaPolygon-RNN
4、YOLO9000:Better,Faster,Stronger
5、ComputationalImagingontheElectricGrid
6、Objectretrievalwithlargevocabulariesandfastspatialmatching
7、ImprovingInformationExtractionbyAcquiringExternalEvidencewithReinforcementLearning
8、PointingtheUnknownWords
9、LightRNNMemoryandComputation-EfficientRecurrentNeuralNetwork
10、LanguageModelingwithGatedConvolutionalNetworks
11、Recurrentneuralnetworkbasedlanguagemodel
12、ExtensionsofRecurrentNeuralNetworkLanguageModel
13、Aguidetorecurrentneuralnetworksandbackpropagation
14、TrainingRecurrentNeuralNetworks
15、RecurrentNeuralNetworksforLanguageUnderstanding
16、EmpiricalEvaluationandCombinationofAdvancedLanguageModelingTechniques
17、SpeechRecognitionwithDeepRecurrentNeuralNetworks
18、Afastlearningalgorithmfordeepbeliefnets
19、LargeScaleDistributedDeepNetworks
20、ContextDependentPretrainedDeepNeuralNetworksfoLargeVocabularySpeechRecognition
21、AnEmpiricalStudyofLearningRatesinDeepNeuralNetworksforSpeechRecognition
22、DeepNeuralNetworksforAcousticModelinginSpeechRecognition
23、DeepBeliefNetworksUsingDiscriminativeFeaturesforPhoneRecognition
24、ImprovingDeepNeuralNetworksForLVCSRusingRectifiedLinearUnitsandDropout
25、ImprovedfeatureprocessingforDeepNeuralNetworks
26、ExploitingSparsenessinDeepNeuralNetworksfoLargeVocabularySpeechRecognition
27、LearningFeaturesfromMusicAudiowithDeepBeliefNetworks
28、MakingDeepBeliefNetworksEffectiveforLargeVocabularyContinuousSpeechRecognition
29、RobustVisualRecognitionUsingMultilayerGenerativeNeuralNetworks
30、DeepConvolutionalNetworkCascadeforFacialPointDetection
31、ImageNetClassificationwithDeepConvolutionalNeuralNetworks
32、Gradient-BasedLearningAppliedtoDocumentRecognition
33、StochasticPoolingforRegularizationofDeepConvolutionalNeuralNetworks
34、BestPracticesforConvolutionalNeuralNetworksAppliedtoVisualDocumentAnalysis
35、Multi-GPUTrainingofConvNets
36、DeepLearningForSignalAndInformationProcessing
37、DeepConvexNet:AScalableArchitectureforSpeechPatternClassification
38、ImprovingWidebandSpeechRecognitionusingMixed-BandwidthTrainingDatainCD-DNN-HMM
39、OnRectifiedLinearUnitsforSpeechProcessing
更新中。。。
笔者刚着手学习,非大牛,不敢说“推荐”书籍,仅罗列所看的。
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