机器学习算法与人工智能

机器学习算法与人工智能MakeAlgorithmsUbiquitousHuluArchitecture:Todayand

Tomorrow机器学习算法与人工智能全文共26页，当前为第1页。MachineLearning

Algorithms

in

Industry

–机器学习算法企业应用场景ML

Algorithms

in

Hulu

–无处不在的机器学习算法在HuluDemocratizeMLIn

Hulu– Hulu

ML算法案例研究AIPlatform

In

Hulu –

Hulu人工智能平台Future

Opportunities

–

展望未来机器学习算法与人工智能全文共26页，当前为第2页。Background–

行业背景MLcentric

businessface

recognitionself-driving

carmedicalimage

analysis…?consumer

businessonline

entertainmentonline

gametravel/touristapplicatione-commerce…AIis

everywhere机器学习算法与人工智能全文共26页，当前为第3页。ML

Algorithm

–

机器学习算法的技术定义ProgramAlgorithmvsvsacollection

ofinstructionsthelogictosolveaclassof

problemsDATA+

MODELMachineLearningAlgorithmthemethod

tolearnthe

logic机器学习算法与人工智能全文共26页，当前为第4页。Trend –

ML算法应用的趋势垂直 =>

水平特型 =>

通用专家 =>

平民化specific

scenarios特定场景predictiontargetingrecommendationubiquitous无处不在机器学习算法与人工智能全文共26页，当前为第5页。Machine

Learning

Algorithms

in

Industry

–

机器学习算法企业应用场景ML

Algorithms

in

Hulu

–无处不在的机器学习算法在HuluDemocratize

ML

In

Hulu

–

Hulu

ML算法案例研究AIPlatform

In

Hulu –

Hulu人工智能平台Future

Opportunities

–

展望未来机器学习算法与人工智能全文共26页，当前为第6页。HuluThePremierDigitalVideo

CompanyBestQualityContentVideo-On-DemandandLive

Broadcasting机器学习算法与人工智能全文共26页，当前为第7页。MLAlgorithmsin

HuluML算法在Hulu的应用ViewersContentAdvertising机器学习算法与人工智能全文共26页，当前为第8页。Algorithmsfor

Viewers面向用户的算法cover

storysmart

startrecommendationreasonlayoutmanagement机器学习算法与人工智能全文共26页，当前为第9页。Algorithmsfor

Viewers面向用户的算法onboardingcoldstartconvert-to-pay…Home

Pagecover

storysmart

startrecommendation

reasonlayout

management…adsauto-playQoSto

QoE…机器学习算法与人工智能全文共26页，当前为第10页。AlgorithmsforContentandAdvertising面向内容和广告的算法ContentAdvertisingcontentvaluationvideo

understandingcontentbasedvideoencoding…richtargetinginventory

prediction…机器学习算法与人工智能全文共26页，当前为第11页。Machine

Learning

Algorithms

in

Industry

–

机器学习算法企业应用场景ML

Algorithms

in

Hulu

–无处不在的机器学习算法在HuluDemocratizeML

InHulu–Hulu

ML

算法案例研究垂直

–

Reco水平

–

VideoContent

Understanding水平到垂直

–

Contextual

+

AdsAIPlatform

In

Hulu –

Hulu人工智能平台Future

Opportunities

–

展望未来机器学习算法与人工智能全文共26页，当前为第12页。Recommendations:

StoreShelfItem-basedCollaborative

FilteringMatrix

FactorizationDeepNeural

Network机器学习算法与人工智能全文共26页，当前为第13页。DNN-basedRelevance

Algorithm机器学习算法与人工智能全文共26页，当前为第14页。Auto-Play,TimeSeries

ModelTimelineWatchWatchWatchWatchWatchWatchSearchSearchBrowseBrowseBrowseWatchBrowseWatchSearchWatchWatchWatchNew

Show?Tryit

outBingeRecurrentNeural

Network机器学习算法与人工智能全文共26页，当前为第15页。VideoContentUnderstanding:FromInside从内部理解视频内容Video

derived

meta-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

Weddingreception

0.18

机器学习算法与人工智能全文共26页，当前为第16页。VideoContentUnderstanding:FromInside从内部理解视频内容Live

ChannelThumbnailPreview直播频道预览机器学习算法与人工智能全文共26页，当前为第17页。Contextual

Ads:

视频和广告的结合Deliversemanticrelatedorvisualsimilaradstoviewersduring

playback视觉连贯的广告语义相关的广告Usevideoderiveddata

tomatchadsand

contentLabelsof

TargetScenesScene-LevelAuto-TaggingMatchingAds

ProviderHulu

Content<VideoScene,Ads>

PairsAds

Deliveryscore:0.86机器学习算法与人工智能全文共26页，当前为第18页。Contextual

Ads:

视频和广告的结合视觉连贯的广告语义相关的广告机器学习算法与人工智能全文共26页，当前为第19页。Contextual

Ads:

视频和广告的结合视觉连贯的广告语义相关的广告机器学习算法与人工智能全文共26页，当前为第20页。Machine

Learning

Algorithms

in

Industry

–

机器学习算法企业应用场景ML

Algorithms

in

Hulu

–无处不在的机器学习算法在HuluDemocratize

ML

In

Hulu

–

Hulu

ML算法案例研究AIPlatform

In

Hulu –Hulu人工智能平台Future

Opportunities

–

展望未来机器学习算法与人工智能全文共26页，当前为第21页。Network/DevOps/Big

DataInfrastructureDataFeatureModelApplicationGPU

ClusterFrame

StorageUserDataStatic/

DynamicContent

DataAudio/Video/Text,

MetadataShared

FeaturesSharedML

ModelsAllML

ApplicationsAI

Platform

–

人工智能平台Application

SpecificML

ModelsAdsDataAudio/Video/

Text机器学习算法与人工智能全文共26页，当前为第22页。FeatureDataInfrastructureModelApplicationAI

Platform

–

人工智能平台Convert-to-PayOnboardingRecommendationContentValuationAuto-PlayCold

StartQoSto

QoEAdTargeting……Application

SpecificML

ModelsUserConversionModel UserEngagementModel Image

Understanding ……User User Knowledge

Graph Content ContentPersona Embedding Segments EmbeddingUser

Data Au Content

Data xt, AdsDataStatic/Dynamic dio/Video

/

Te Audio/Video/

TextMetadataNetwork/DevOps/Big

DataGPU

Cluster Frame

Storage机器学习算法与人工智能全文共26页，当前为第23页。ComputationalMode

–

计算模式Offline~days/hoursNearline~minutesOnline~millisecondsmodeldata机器学习算法与人工智能全文共26页，当前为第24页。Machine

Learning

Algorithms

in

Industry

–

机器学习算法企业应用场景ML

Algorithms

in

Hulu

–无处不在的机器学习算法在HuluDemocratize