AI in Healthcare
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Transcript of AI in Healthcare
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1©IvyDataScience
IvyDataScience
AIwithApplicationsinHealthcare
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©IvyDataScience 2
AIStateofPlay
©IvyDataScience
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AIisinspiredbyNature- BiologicalNeuron
IvyDataScienceAIwithApplicationsv0.10PeterMorganDec2016 3©IvyDataScience
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BiologicalNeurons– Cajal,circa1900
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BiologicalNeurons– CorticalColumns
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ArtificialNeuralNetwork
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Enterprisetechnologyhasevolvedwitheachwaveofthe
IndustrialRevolution– todayitisAI
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1stSteamPower
3rdComputing
2ndMassProduction
19th Century
17th Century
21st Century
4thArtificialIntelligence
20th Century
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©IvyDataScience
TheIntelligenceRevolution
9
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DeepLearninghardware andalgorithmsalongwithincreasingamountsofdata arethefoundationforthe“fourthindustrial
revolution”
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Deeplearningisanewcomputingmodelthatspanstraining,inference,andthebillionsofintelligentdevicesthatwilltakeadvantageofdeeplearningtoperform
intelligenttasks
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DeepLearninginthecloud- acceleratingenterpriseAItoday
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Example1– Microsoftcloud:“We’veworkedwithMicrosofttocreatealightning-fastAIplatformthatisavailablefromon-premiseswithourDGX-1supercomputertotheMicrosoftAzurecloud.”
- Jen-HsunHuangCEOatNVIDIA
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“ByworkingcloselywithNVIDIAandharnessingthepowerofGPU-acceleratedsystems,we’vemadeCognitiveToolkitandMicrosoftAzurethefastest,mostversatileAIplatform.”
- HarryShumExecutiveVPofAIandResearchatMicrosoft
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“WithMicrosoft’sglobalreach,everycompanyaroundtheworldcannowtapthepowerofAItotransformtheirbusiness.”
- Jen-Hsun HuangCEOatNVIDIA
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Example2– IBM:IBMCEOGiniRomettysawatwotrilliondollaropportunityinmachinelearningforenterprise.
ThisignitedtheirrecentdriveinadvancingGPU-basedcloudcomputing…
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ThesolutionrunsonanIBMserverbuiltspecificallyforAIandutilizesNVLinktooptimizeAIintotheenterprise
…AnddevelopedPowerAIthatacceleratesmachinelearningtrainingandAItasks
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“PowerAI democratizesDeepLearningandotheradvancedanalyticstechnologiesbygivingenterprisedatascientistsandresearchscientistsalikeaneasytodeployplatformtorapidlyadvancetheirjourneyonAI.”
- KenKingGeneralManagerfor
OpenPOWER
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“PuttingGPU’sintotheIBMsystemwillspeedupperformanceforsuchemergingworkloadsasAI,deeplearning,anddata
analytics.”
-eWeek
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-KarlFreundMoorInsights&Strategy
“Withthesepartnershipsinplace,NVIDIAhasaligneditselfwithtwoofthelargestsuppliersofenterpriseITtechnologyandservicestoacceleratetheadoptionofAIintheenterpriseandhelptakeAIintothemainstreamofglobalbusinesses.”
READFORBESARTICLE
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GOOGLEExample3- GoogleCloud:DeepLearningisavailableforGoogleComputeEngineandGoogleCloudMachineLearninguserstocreatenewAIservicesandapplications
TeslaP100deliversa12xincreaseinneuralnetworktrainingperformancecomparedwithapreviousgenerationoffering.
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Example4– AWS:Amazonhasboostedtheircloud-computingperformancewithnewGPU-
AcceleratedAWSinstancesthataredesignedforlarge-scalemachinelearning,deeplearning,molecularmodeling,andcomputational
financeworkloads.
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“These(P2)instancesweredesignedtochewthroughtoughlarge-scalemachinelearning,deeplearning,computationalfluiddynamics,seismicanalysis,molecularmodeling,genomics,andcomputationalfinanceworkloads.”
- JeffBarrChiefEvangelistatAWS
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SAP
Example5– SAP:EnterprisesoftwaregiantSAPisnowusingDGX-1supercomputerstobuildmachinelearningsolutionsforSAP’s320,000customersin190countries.Thesystemisdesignedtohelpdatascientistsinnovate&
gettomarketfasterwithAIapplications.
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Thesepartnershipswiththeworld’slargestcompaniesallowDeepLearningplatformstobeavailableforeverycompanyinthecloudtoday
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AIHardwareDevelopments
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Nvidia - GPUExponentials
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GPUFasterthanMoore’sLaw
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ComputerVisionAccuracy
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Nvidia DGX-1
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Nvidia PascalP100
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AMDRadeonVega
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FacebookBigSurServer
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www.opencompute.org
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TheGPUinthecloudmovementhasquicklyacceleratedAIintooneoftoday’sbiggest
enterprisetechnologies
NextupFPGA’sandASICs– alreadyhappening
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ASICDevelopmentCompanies:• Wave(DPU)• Graphcore (IPU)• KnuEdge• Google(TPU)• Intel/NervanaOverviews:http://www.nextbigfuture.com/2016/12/chips-for-deep-learning-continue-to.htmlhttps://hackernoon.com/the-future-of-machine-learning-hardware-c872a0448be8#.6cxtp1fux
38©IvyDataScience
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GoogleTPU
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AlphaGo– TPUCluster
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TimetotrainAlexNet
HardwareComparison– CPUvGPUvDPU(WaveASIC)
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AIinHealthcare
• Detection• Diagnosis• Prediction• Drugdiscovery• Personalizedmedicine• MedicalImaging• Genomics
• Cancerresearch• Braintumors• Dermatology• Mentalhealth• Speechpatterns• Diabetes• Radiology
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WatsonTacklesCancer• Watsonwastestedon1,000cancerdiagnosesmadebyhumanexperts.In99%ofthem,Watsonrecommendedthesametreatmentasthe oncologists• In30%ofthecases,Watsonalsofoundatreatmentoptionthehumandoctorsmissed• Sometreatmentswerebasedonresearchpapersthatthedoctorshadnotread— morethan160,000cancerresearchpapersarepublishedayear• Othertreatmentoptionssurfacedinnewclinicaltrialstheoncologistshadnotyetseenannouncedontheweb.
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AI- AcceleratingtheHealthcare
Transformation
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CanceristheEpidemicofourTime
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Leadingtothecreationofoneofthemostimportantinitiatives…
OnJanuary2016,theWhiteHouseannounceditsaimtodeliveradecade’sworthofadvancesincancerprevention,diagnosis,andtreatment,infive
years,withthisinitiative.
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ThisinitiativeincludesthebuildingofanAIframeworknamedCANDLE(CancerDistributedLearningEnvironment)beingdevelopedbymultipleorganizations.Itwillhelpuschangethewayweunderstandcancer.
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“BigDataandComputingPowertogetherprovidethepossibilityofsignificantinsightintohowgenomics,familymedicalhistory,
lifestyles,geneticchangescantriggercancerandhowthecancerscanbe
treated.”
- JoeBidenPreviousVicePresidentoftheUnited
States
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ThebrightfutureofAIinhealthcareonlycontinuestobecomebrighter…
EnliticImaging&Diagnostics
Insilico MedicineDrugDiscovery&AgingResearch
PathwayGenomicsImaging&Diagnostics
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“A patientgetsalungCTscreening.Byimmediatelygivingtheclinicianthemostaccurateinformation,thepatientislesslikelytohaveamisseddiagnosisoranunneededbiopsy.”
Enlitic appliesstateoftheartdeeplearningtechnologytomedicine
- JeremyHowardFounderandCEOofEnlitic
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“AtInsilico weareworkingonasystemtodiscoverdrugcandidatesandlookingfornewapproachestotreatindividualpatientswithrarediseases.”
- AlexZharvoronkovCEO atInsilico Medicine
Insilico MedicineappliesDeepLearningalgorithmstodrugdiscovery
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“Weareintheprocessofinitiatingdiseasespecificstudiesforearlycancerdetectioninhighriskpatients,includingastudyinlungcancer,andwillpublishthedataintheappropriateforums.”
- GlennBraunsteinChiefMedicalOfficeratPathwayGenomics
PathwayGenomicsdevelopedabloodtestkitwithIBMWatsontotestearlycancerdetection
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CONCLUSIONTHEWORLDOFHEALTHCAREISBEING
TRANSFORMEDBYAI
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References• DeepGenomicsisapplyingGPU-baseddeeplearningtounderstandhowgeneticvariationscanleadtodisease
• Arterys usesGPU-powereddeeplearningtospeedanalysisofmedicalimages• GEHealthcareMRImachineshelptodiagnoseheartdisease• Atomwise – usingdeeplearningtodevelopnewpharmaceuticals• DeepLearningforHealthcarehttps://www.nvidia.com/en-us/deep-learning-ai/industries/healthcare/
• DeepLearningforMedicalImageAnalysishttps://books.google.com/books/about/Deep_Learning_for_Medical_Image_Analysis.html?id=WVqfDAAAQBAJ&source=kp_cover
• DeepLearningforDetectionofDiabeticEyeDiseasehttps://research.googleblog.com/2016/11/deep-learning-for-detection-of-diabetic.html
• RetinalAssessmenthttps://news.developer.nvidia.com/share-your-science-advanced-retina-assessment-and-diagnostic-services/
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References
• MIThttp://news.mit.edu/2017/putting-data-in-the-hands-of-doctors-regina-barzilay-0216• waya.aihttp://waya.ai• Startupshttps://www.cbinsights.com/blog/ai-startups-fighting-cancer/• Radiologyhttp://www.techrepublic.com/article/why-ai-is-about-to-make-some-of-the-highest-paid-doctors-obsolete/• Stemcelldevelopmenthttps://www.sciencedaily.com/releases/2017/02/170221081734.htm
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AIinFintechFivemainareas:• Alerting• Reporting• Advising• Trading• InvestmentForExample:• Anomalydetection• RiskManagement• Insurance• AlgorithmicTrading• Portfoliomanagement
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Fintech– UseCases• Alerting - Anomaly(Fraud)Detection.Candetectandpredictirregularactivity• Reporting - systemsthatcaninstantaneouslyanalyze data,reasonaboutwhatthatanalysismeansandthengeneratenaturallanguagereportsthatinformmanyaudiences.Usefulincomplianceandregulation• Advising - systemhasa“conceptualawareness”ofclientgoalsandneeds
• E.g.,Watsongivesveteransfinancialadvicerelatedtotheirtransitionfrommilitarytocivilianlife
• DeepLearningisbeingusedinalgorithmic,highfrequencytrading• Idealforcreatinginvestmentportfolios
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Theteamwasableto:• Process~11,000paymentspersecond• Cutfalsealarmratesby50%• Freeupresourcestocombattruefraud
PayPalisimprovingcybersecuritywithdeeplearning
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GeneralReadingonAI
• Barrat,James,OurFinalInvention,St.Martin'sGriffin,2014• Brynjolfsson,ErikandAndrewMcAfee,TheSecondMachineAge,W.W.Norton&Co.,2014• Domingos,Pedro,TheMasterAlgorithm,BasicBooks,2015• Ford,Martin,RiseoftheRobots:TechnologyandtheThreatofaJoblessFuture,BasicBooks,2015• Kaku,Michio,TheFutureoftheMind, Doubleday,2014• Kurzweil,Ray,TheSingularityisNear, PenguinBooks,2006• Kurzweil,Ray,HowtoCreateaMind, PenguinBooks,2013• Nowak,Peter,Humans3.0:TheUpgradingoftheSpecies,LyonsPress,2015
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TrainingwithJobPlacement
• LedbyExpertsfromHarvard,Columbia,UMass,UCL• Realtimepaidprojectsinthelastfourweeksofbootcamp• Practicalhands-ontrainingthatwillprepareyouforacareerasaDataScientist,MachineLearningorDeepLearningPractitioner•Wealsoofferonlinetraining
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NetworkofClients
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