数据与模型安全 课件 第3周:对抗样本.pptx

数据与模型安全 课件 第3周:对抗样本.pptx

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AdversarialExamples姜育刚,马兴军,吴祖煊

1.DeepNeuralNetworks2.ExplainableMachineLearningRecap:week2PrinciplesandMethodologiesLearningDynamicsTheLearnedModelInferenceGeneralizationRobustnesstoCommonCorruptions

ThisWeek1.AdversarialExamples2.AdversarialAttacks3.AdversarialVulnerabilityUnderstanding

MachineLearningIsEverywhereMedicineandBiologySecurityandDefenseAutonomousVehicleIoTFinancialSystemMachineLearningMediaandEntertainmentCriticalInfrastructure

BeatHumansonManyTasksSpeechRecognitionBaiduDeepSpeech2:End-to-endDeepLearningforEnglishandMandarinSpeechRecognitionEnglishandMandarinspeechrecognitionTransitionfromEnglishtoMandarinmadesimplerbyend-to-endDLNofeatureengineeringorMandarin-specificsrequiredMoreaccuratethanhumansErrorrate3.7%vs.4%forhumantestshttp://svail.github.io/mandarin//pdf/1512.02595.pdf

OutperformHumanonManyTasksStrategicGamesAlphaGo:FirstComputerProgramtoBeataHumanGoProfessionalTrainingDNNs:3weeks,340milliontrainingstepson50GPUsPlay:Asynchronousmulti-threadedsearchSimulationsonCPUs,policyandvalueDNNsinparallelonGPUsSinglemachine:40searchthreads,48CPUs,and8GPUsDistributedversion:40searchthreads,1202CPUsand176GPUsOutcome:BeatbothEuropeanandWorldGochampionsinbestof5matches/nature/journal/v529/n7587/full/nature16961.html

OutperformHumanonManyTasksStrategicGamesAlphaGo:FirstComputerProgramtoBeataHumanGoProfessionalTrainingDNNs:3weeks,340milliontrainingstepson50GPUsPlay:Asynchronousmulti-threadedsearchSimulationsonCPUs,policyandvalueDNNsinparallelonGPUsSinglemachine:40searchthreads,48CPUs,and8GPUsDistributedversion:40searchthreads,1202CPUsand176GPUsOutcome:BeatbothEuropeanandWorldGochampionsinbestof5matches/nature/journal/v529/n7587/full/nature16961.html

OutperformHumanonManyTasksLarge-scaleImageRecognition

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