机器学习算法与人工智能课件

机器学习算法与人工智能MakeAlgorithmsUbiquitousHuluArchitecture:TodayandTomorrow机器学习算法与人工智能Hulu Architecture:1MachineLearningAlgorithmsinIndustry机器学习算法企业应用场景MLAlgorithmsinHulu无处不在的机器学习算法在HuluDemocratizeMLInHulu HuluML算法案例研究AIPlatformInHulu Hulu人工智能平台FutureOpportunities展望未来Machine Learning Algorithms in2Background行业背景MLcentricbusinessfacerecognitionself-drivingcarmedicalimageanalysis?consumerbusinessonlineentertainmentonlinegametravel/touristapplicatione-commerceAIiseverywhereBackground 行业背景ML centric bu3MLAlgorithm机器学习算法的技术定义ProgramAlgorithmvsvsacollectionofinstructionsthelogictosolveaclassofproblemsDATA+MODELMachineLearningAlgorithmthemethodtolearnthelogicML Algorithm 机器学习算法的技术定义Prog4Trend ML算法应用的趋势垂直=水平特型=通用专家=平民化specificscenarios特定场景predictiontargetingrecommendationubiquitous无处不在Trend ML算法应用的趋势垂直=水平speci5MachineLearningAlgorithmsinIndustry机器学习算法企业应用场景MLAlgorithmsinHulu无处不在的机器学习算法在HuluDemocratizeMLInHuluHuluML算法案例研究AIPlatformInHulu Hulu人工智能平台FutureOpportunities展望未来Machine Learning Algorithms in6HuluThePremierDigitalVideoCompanyBestQualityContentVideo-On-DemandandLiveBroadcastingHuluThe Premier Digital Video7MLAlgorithmsinHuluML算法在Hulu的应用ViewersContentAdvertisingML Algorithms in Hulu ML算法在Hu8AlgorithmsforViewers面向用户的算法coverstorysmartstartrecommendationreasonlayoutmanagementAlgorithms for Viewers 面向用户的算9AlgorithmsforViewers面向用户的算法onboardingcoldstartconvert-to-payHomePagecoverstorysmartstartrecommendationreasonlayoutmanagementadsauto-playQoStoQoEAlgorithms for Viewers 面向用户的算10AlgorithmsforContentandAdvertising面向内容和广告的算法ContentAdvertisingcontentvaluationvideounderstandingcontentbasedvideoencodingrichtargetinginventorypredictionAlgorithms for Content and Adv11MachineLearningAlgorithmsinIndustry机器学习算法企业应用场景MLAlgorithmsinHulu无处不在的机器学习算法在HuluDemocratizeMLInHuluHuluML算法案例研究垂直Reco水平VideoContentUnderstanding水平到垂直Contextual+AdsAIPlatformInHulu Hulu人工智能平台FutureOpportunities展望未来Machine Learning Algorithms in12Recommendations:StoreShelfItem-basedCollaborativeFilteringMatrixFactorizationDeepNeuralNetworkRecommendations:StoreShelfIte13DNN-basedRelevanceAlgorithmDNN-based Relevance Algorithm14Auto-Play,TimeSeriesModelTimelineWatchWatchWatchWatchWatchWatchSearchSearchBrowseBrowseBrowseWatch BrowseWatchSearchWatch WatchWatchNew Show?Try it outBingeRecurrent Neural NetworkAuto-Play,Time Series ModelTi15VideoContentUnderstanding:FromInside从内部理解视频内容Videoderivedmeta-data元数据抽取和发现Adsbreak,endcredit,.BreaksVideosummary,.ArtsActor,car,animal,.ObjectsCooking,wedding,EventsCeremony 0.91 Wedding 0.82 Bride 0.72 Event 0.38 Groom 0.36 Woman 0.31 Meal 0.28 Marriage 0.27 Dress 0.25 Wedding reception 0.18 Video Content Understanding:F16VideoContentUnderstanding:FromInside从内部理解视频内容LiveChannelThumbnailPreview直播频道预览Video Content Understanding:F17ContextualAds:视频和广告的结合Deliversemanticrelatedorvisualsimilaradstoviewersduringplayback视觉连贯的广告语义相关的广告UsevideoderiveddatatomatchadsandcontentLabels of Target ScenesScene-Level Auto-TaggingMatchingAds ProviderHulu Content PairsAds Deliveryscore:0.86Contextual Ads:视频和广告的结合Delive18ContextualAds:视频和广告的结合视觉连贯的广告语义相关的广告Contextual Ads:视频和广告的结合视觉连贯的广19ContextualAds:视频和广告的结合视觉连贯的广告语义相关的广告Contextual Ads:视频和广告的结合视觉连贯的广20MachineLearningAlgorithmsinIndustry机器学习算法企业应用场景MLAlgorithmsinHulu无处不在的机器学习算法在HuluDemocratizeMLInHuluHuluML算法案例研究AIPlatformInHulu Hulu人工智能平台FutureOpportunities展望未来Machine Learning Algorithms in21Network/DevOps/BigDataInfrastructureDataFeatureModelApplicationGPUClusterFrameStorageUserDataStatic/DynamicContentDataAudio/Video/Text,MetadataSharedFeaturesSharedMLModelsAllMLApplicationsAIPlatform人工智能平台ApplicationSpecificMLModelsAdsDataAudio/Video/TextNetwork/DevOps/Big DataInf22FeatureDataInfrastructureModelApplicationAIPlatform人工智能平台Convert-to-PayOnboardingRecommendationContentValuationAuto-PlayColdStartQoStoQoEAdTargetingApplicationSpecificMLModelsUserConversionModelUserEngagementModelImageUnderstandingUserUserKnowledgeGraphContentContentPersonaEmbeddingSegmentsEmbeddingUserDataAuContentDataxt,AdsDataStatic/Dynamicdio/Video/TeAudio/Video/TextMetadataNetwork/DevOps/BigDataGPUClusterFrameStorageFeatureModelApplicationAI Plat23ComputationalMode计算模式Offlinedays/hoursNearlineminutesOnlinemillisecondsmodeldataComputational Mode 计算模式Offli24MachineLearningAlgorithmsinIndustry机器学习算法企业应用场景MLAlgorithmsinHulu无处不在的机器学习算法在HuluDemocratizeMLInHuluHuluML算法案例研究HuluAIPlatformHulu人工智能平台FutureOpportunities展望未来Machine Learning Algorithms in25FutureOpportunities展望未来Smarterinteractions更有创意的交互体验LiveVideo实时的个性化体验Personalizeddesign个性化设计Future Opportunities 展望未来Sma26