AIWLecture4–outlineWhoisdoingAI?(fromasamplingofarticles)

Chinesecompanies

Baidu(labinSiliconValley)(Alibaba)Tencent(HongKongUniv.)DidiChuxing[likeUber]

UniversitiesTsinghuaPeking

BritishMicrosoft/CambridgeUniversity

TheLeverhulmeCentrefortheFutureofIntelligence(CFI)[StephenHawking]"Inshort,successincreatingAIcouldthebiggesteventinthehistoryofourcivilisation,"Hawkingsaid.ThecentreisacollaborationbetweentheuniversitiesofOxford,Cambridge,ImperialCollegeLondon,andBerkeley,California.

DeepMind(nowGoogle)–GoplayingAIKorean

SamsungSamsungtoAcquireViv,theNextGenerationArtificialIntelligencePlatform[inSanJose,CA]http://viv.ai/

Norwegian

UniversityofAgderAmerican

ThebigonesIBM(DeepBlue–chesschampionin1997)Amazon

Amazonreportedlyemploys1,000peopleinartificialintelligence.

Apple(UW/Seattle)

AppleCEOsaysiPhone'sfutureisinAIApplewillopenaresearchanddevelopmentbaseinYokohama,nearTokyo,laterthisyear(2016).Earlierthismonth(August,2016),thecompanyreportedlyboughtTuri,aSeattle-basedstartupcompanyandthelatestpurchaseinastringofacquisitionsaimedatbolsteringitsmachinelearningandAIcapabilities.

Google(DeepMind)

FacebookSalesforce

SalesforceUnveilsArtificialIntelligence‘Einstein’Service"Thereisanabsoluterevolutionoccurringinartificialintelligence,"Ballsaidinabriefing,notingtheteamhasmorethan175datascientists."ThisisdemocratizingAIsothateverycompanycanbenefitfromthesetechniques.""PredictiveLeadScoring"torankwhichsalesleadsaremostlikelytoturnintoacloseddeal.

Microsoft"WeareinfusingAItechnologyintoallMicrosoftproducts,"AIchiefHarryShumsays,andhehasplansforCortana,too.

Intel

IntelactivelyworkswiththeopensourcecommunityandalsooffersavarietyoflibrariesandAPIstoaccelerateAIprogressandbroadenaccesstopowerfultools.�

Universities(toomanytoshow)

UCBerkeleylaunchesCenterforHuman-CompatibleArtificialIntelligence

automobilecompanies

Ford(ArgoAI)(PaloAltoresearchcenter)GM(investedinLyft,CruiseAutomation),SiliconValleytechcenterChryslerTesla(Uber)(Google)(Apple?)

U.S.government(Federalagencies)DHSDOENASA

Otherorganizations“PartnershiponAI”

AmazonGoogle/DeepMindFacebookIBMMicrosoft

SeeHBR“TheStateofMachineIntelligence”charthttps://hbr.org/resources/pdfs/hbr-articles/2016/11/the_state_of_machine_intelligence.pdf

The current state of machine intelligence 2.0Autonomous systems and focused startups among major changes seen in past year.

By Shivon Zilis, December 10, 2015

Cartographical representation of a self-organizing map based onWikipedia featured article data. Distance is inversely proportional tosimilarity. The "mountains" are edges between clusters..(source: By Denoir on Wikimedia Commons).

For additional insight, see "The current state of machine intelligence 3.0."

A year ago today, I published my original attempt at mapping the machine intelligenceecosystem. So much has happened since. I spent the last 12 months geeking out on everycompany and nibble of information I can find, chatting with hundreds of academics,entrepreneurs, and investors about machine intelligence. This year, given the explosion of

FOLLOW THIS TOPICAI

ON OURRADAR AI BUSINESS DATA DESIGN ECONOMY OPERATIONS SECURITYSEE ALL

VISUALAlgocianCaptricityClarifaiCorticaDeepomatic DeepVisionNetraOrbital Insight*PlanetSpaceknow

AUDIO CapioClover IntelligenceExpect LabsGridspace*MobvoiNexidiaPop Up Archive*QuiriousTalkIQTwilio

SENSOR AlluviumC3 IoTGE PredixImubitKONUXMaanaPlanet OSPreferred NetworksSentenaiThingWorxUptake

INTERNAL DATAAlation*Arimo*CycorpDigitalReasoningIBM Watson KyndiOutlierPalantirPrimerSapho*

MARKETBottlenoseCB InsightsDataFoxEnigmaMattermarkPredataPremiseQuidTracxn

ENTERPRISE INTELLIGENCE

AutomatFacebook CommAIHowdy*

KasistoKITT.AIMaluubaOctane AI

OpenAI GymSemanticMachines

AGENTS AND CONVERSATIONAL INTERFACES(AGENT ENABLERS)

AyasdiBigMLDataikuDataRobot

DominoData Lab*Kaggle*RapidMiner

SeldonSparkBeyondYhatYseop

BonsaiCognitiveScaleContextRelevant*Cycorp Datacratic

deepsense.io GeometricIntelligenceH2O.aiHyperScienceLoop AI Labs

minds.aiNara Logics ReactiveScaled InferenceSkymindSparkCognition

MACHINE LEARNING

DATA SCIENCE

AgoloAYLIENCortical.io

Lexalytics Loop AI Labs Luminoso

MonkeyLearn NarrativeSciencespaCy

NATURAL LANGUAGE

AnOdotBonsaiFuzzy.aiHyperopt

KiteLayer 6 AILobe.aiRainforest

SigOpt SignifAI

DEVELOPMENT

DATA CAPTURE AND ENRICHMENT

OPEN SOURCE LIBRARIES

AmazonMechanical TurkCrowdAICrowdFlowerDatalogue

DataSiftDiffbot*EnigmaImport.io

Paxata Trifacta WorkFusion

Amazon DSSTNEApache Spark MLlibBaiduPaddlePaddleCaffeChainer

DeepLearning4jH2O.aiKerasMicrosoftAzure MLMicrosoft CNTKMicrosoft DMTKMXNet

Nervana Neonscikit-learnTensorFlow Theano Torch7 Weka

1026 LabsCadence TensilicaCirrascaleGoogle TPU

KNUPATHIntel (Nervana)Isocline NVIDIA DGX-1/Titan X

QualcommTenstorrent

HARDWARE

CogitaiKimera Knoggin

NNAISENSE Numenta OpenAI

VicariousRESEARCH

MACHINE LEARNING TECHNOLOGY STACK

CUSTOMERSUPPORTActionIQClarabridgeDigitalGenius*Eloquent Labs KasistoPreact Wise.ioZendesk

SALES/FINANCE6senseAppZenAviso*ClariCollective[i]FusemachinesInsideSalesSalesforceEinsteinZensight*

MARKETING AirPRBrightFunnel*CogniCorLatticeLiftIgniterMintigomsg.aiPersadoRadiusRetention Science

SECURITY CylanceDarktraceDeep InstinctDemistoDrawbridge Networks*Graphistry*LeapYearSentinelOneSignalSenseZimperium

RECRUITINGEntelo Gigster*HiQHireVueSpringRoleTextio*UnitiveWade & Wendy

ENTERPRISE FUNCTIONS

AGRICULTUREAbundant Robotics AgriDataBlue RiverTechnologyDescartes LabsMavrx*Pivot BioTerrAvionTrace Genomics Tule* UDIO

EDUCATIONAltSchoolContentTechnologies (CTI)CourseraGradescope*KnewtonVolley

MATERIALS/MANUFACTURINGCalcularioCitrine InformaticsEigen InnovationsGinkgo BioworksSight MachineZymergen

RETAILFINANCEAffirmBettermentEarnestLendoMiradorTala (fkaInVenture)WealthfrontZestFinance

INVESTMENTFINANCEAlphaSenseBloombergCerebellum CapitalDataminriSentiumKenshoQuandlSentient

LEGALBeagleBlue J LegalEverlawLegal RobotRavel LawROSSIntelligenceSeal

TRANSPORTATION/LOGISTICSAcertaClearMetalMarbleNAUTOPitStopPretecktRoutific

INDUSTRIES

PATIENT DATA AtomwiseCareSkoreDeep6 AnalyticsIBM WatsonHealthNumerateOncora MedicalpulseDataSentrianZephyr Health

IMAGE DATA3ScanArterysBay LabsButterflyNetworkEnliticGoogle DeepMindImagia

BIOLOGICAL DATAAtomwiseColor GenomicsDeep Genomics*GrailiCarbonXLuministNumerateRecursionPharmaceuticalsVerilyWhole Biome

HEALTH CARE

GROUNDAdasWorksAuro Roboticscomma.aiDrive.aiGoogleMobileyenuTonomyTeslaUber Zoox

AERIALAirwareDJIDroneDeployLilyPilot AI Labs Shield AI*SkycatchSkydio

INDUSTRIALClearpath RoboticsFetch RoboticsHarvestAutomationJaybridgeRoboticsKindred*OsaroRethinkRobotics

AUTONOMOUS SYSTEMSPERSONALAmazon AlexaApple SiriGoogle Now/AlloFacebook MMicrosoftCortanaReplika

PROFESSIONALAlien LabsButter.aiClaraSkipFlag SlackSudo Talla x.aiZoom.ai

AGENTS

*COMPANIES IN WHICH SHIVON ZILIS AND JAMES CHAM HAVE INVESTMENTS

The State of Machine Intelligence, 2016

© HBR.ORGSOURCE SHIVON ZILIS AND JAMES CHAM

Shivon ZilisShivon Zilis is a partner and founding member of Bloomberg Beta, an early-stage VC firm thatinvests in startups making work better, with a focus on machine intelligence. She's particularlyfascinated by intelligence tools and industry applications. Like any good Canadian, she spends herspare time playing hockey and snowboarding. She holds a degree in economics and philosophyfrom Yale.

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