通過完全編排的健康湖倉一體釋放數據和 AI 潛力.pdf

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1、2024 Databricks Inc.All rights reserved1UNLOCK DATA&AI UNLOCK DATA&AI POTENTIAL WITH A POTENTIAL WITH A FULLY ORCHESTRATED FULLY ORCHESTRATED HEALTH LAKEHOUSEHEALTH LAKEHOUSEHareesh Veldandi,Percept HealthHareesh Veldandi,Percept HealthJune 2024June 20242024 Databricks Inc.All rights reserved2ABOUT

2、HAREESH VELDANDIABOUT HAREESH VELDANDI19+Years healthcare industry strategist,and data alchemist19+Years healthcare industry strategist,and data alchemist Founder of Percept Health Author:The Hidden Crisis:Inefficiency,Waste,and Overspending in the American Healthcare System,”nominated for MedPage T

3、odays 2022 Readers Choice Award MBA from University of Cambridge Advised leading health systems,payers and other orgs:Advocate Health,Kaiser Permanente,WHO etc.Experiences at Microsoft,Epic,and Orion Health Drives initiatives in data and AI,embracing cloud computing,lakehouses,and generative AI work

4、flows Unlocks true potential of liquid healthcare data2024 Databricks Inc.All rights reserved3ABOUT PERCEPT HEALTHABOUT PERCEPT HEALTHAn outcomes partner in the healthcare data journeyAn outcomes partner in the healthcare data journeyPurposePurpose-built Platforms built Platforms and Solutionsand So

5、lutionsHealthcare Healthcare Data and AI Data and AI 2024 Databricks Inc.All rights reserved4ABOUT PERCEPT HEALTHABOUT PERCEPT HEALTHWe have experiences of helping millions of lives&thousands of providersWe have experiences of helping millions of lives&thousands of providers4M+4M+FFS and Value-based

6、 care lives$10B$10BTotal Cost of Care20,00020,000Providers50+50+Health Systems,CINs and ACOs2024 Databricks Inc.All rights reserved5ABOUT CLIENT:DORAL HEALTH AND WELLNESSABOUT CLIENT:DORAL HEALTH AND WELLNESSDoral serves patients in NY burroughs,primarily brown and black communitiesDoral serves pati

7、ents in NY burroughs,primarily brown and black communitiesHome-based visits for COVID vaccinations across NYC14,00014,000Homebound seniors,including dual eligibles,receive care through Doral10,00010,000Doral Providers serving the communities of New York City3232Patients served in the last 3 years th

8、rough Doral brands45,000+45,000+Care coordinated patients-receiving RPM and CM services2,000+2,000+2024 Databricks Inc.All rights reservedMulti-Specialty&Primary Care Practice6ABOUT CLIENT:DORAL HEALTH AND WELLNESSABOUT CLIENT:DORAL HEALTH AND WELLNESSDoral is a miniDoral is a mini-health system tha

9、t provides a range of healthcare serviceshealth system that provides a range of healthcare servicesMedical Home Visits&Related Services;Wellness,Virtual and Remote CareThe Health Integration SolutionThe Health Integration SolutionCaring for Our Caring for Our CommunitysCommunitys HealthHealthHealthc

10、are in RealHealthcare in Real-TimeTimeHealth Integration and Management Platform2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved7Fully Fully Orchestrated Orchestrated Healthcare Data Healthcare Data PlatformPlatform2024 Databricks Inc.All rights reservedETL&Real-time An

11、alyticsOrchestrationData WarehousingData Science&AIMosaic AIWorkflowsDatabricks SQLUnified security,governance,and catalogingUnity CatalogUnified data storage for reliability and sharingDelta LakeUse generative AI to understand the semantics of your dataData Intelligence EngineOpen Data LakeAll Raw

12、Data(Logs,Texts,Audio,Video,Images)Unity CatalogSecurely get insights in natural languageDelta LakeData layout is automatically optimized based on usage patternsDatabricks SQLText-to-SQLWorkflowsJob cost optimized based on past runsDelta Live TablesAutomated data qualityMosaic AICreate,tune,and serv

13、e custom LLMsDATA INTELLIGENCE PLATFORMDATA INTELLIGENCE PLATFORMDatabricks vision and industry-leading platform enablers2024 Databricks Inc.All rights reserved9DATA DATA INTELLIGENCE INTELLIGENCE PLATFORM IS THE PLATFORM IS THE FOUNDATION TO FOUNDATION TO MANY USE CASESMANY USE CASES2024 Databricks

14、 Inc.All rights reserved10DORALS DATA INTELLIGENCE PLATFORMDORALS DATA INTELLIGENCE PLATFORMBuilt and operated by Percept HealthBuilt and operated by Percept HealthHigh Throughput ClustersBronze,Silver and Gold ZonesRaw,Cleansed,and Entity layersEMPIAPIs and Data ExtractsInternal SystemsInternal Sys

15、temsACOs/CINs/PayersExternal SystemsExternal SystemsRPM/CCMActive DirectoryHIEMedical DevicesEMR 1EMR 2HR SystemCRMServing Layer Application specific Data ModelsDoral leadership and care management usersML/AI algorithm feature engineeringHHA Platform2024 Databricks Inc.All rights reserved11ENDEND-TO

16、TO-END ORCHESTRATIONEND ORCHESTRATIONWorkflows/Jobs artifacts inside DatabricksWorkflows/Jobs artifacts inside Databricks2024 Databricks Inc.All rights reserved12ENDEND-TOTO-END ORCHESTRATIONEND ORCHESTRATIONWorkflows/Jobs artifacts inside DatabricksWorkflows/Jobs artifacts inside Databricks2024 Dat

17、abricks Inc.All rights reserved13ENDEND-TOTO-END ORCHESTRATIONEND ORCHESTRATIONWorkflows/Jobs artifacts inside DatabricksWorkflows/Jobs artifacts inside Databricks2024 Databricks Inc.All rights reserved14ENDEND-TOTO-END ORCHESTRATION WITH DEVOPSEND ORCHESTRATION WITH DEVOPSAzure DevOps IntegrationAz

18、ure DevOps Integration2024 Databricks Inc.All rights reserved15HEALTHCARE HEALTHCARE ORGANIZATIONS ORGANIZATIONS CAN LEAPFROG CAN LEAPFROG CLOUD COMPUTING CLOUD COMPUTING AND GENERATIVE AND GENERATIVE AI IN TANDEMAI IN TANDEM2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reser

19、ved16Custom Risk Custom Risk Stratification Stratification AlgorithmAlgorithm2024 Databricks Inc.All rights reserved17MLOPS and AUTOML FOR CUSTOM ALGORITHMMLOPS and AUTOML FOR CUSTOM ALGORITHMAutoML artifacts inside DatabricksAutoML artifacts inside Databricks2024 Databricks Inc.All rights reserved1

20、8RISK STRATIFICATION ALGORITHM INFERENCERISK STRATIFICATION ALGORITHM INFERENCEEnd to end workflow to do feature engineering,and batch inferenceEnd to end workflow to do feature engineering,and batch inference2024 Databricks Inc.All rights reservedPYTHONDatabricks allows lowDatabricks allows low-cod

21、e ML algorithm development with easecode ML algorithm development with ease#1.Run Experimentfrom databricks import automlfrom datetime import datetimesummary=automl.classify(train_df,target_col=label,experiment_name=ml_experiment_prefix+str(datetime.now(),timeout_minutes=120,exclude_cols=file_name,c

22、reation_date,version,empi)#2.register usign the latest run idimport mlflowmlflow.set_registry_uri(ml_registry_uri)mlflow.register_model(fruns:/mlflow_run_id/model,fml_schema.ml_model_name)AUTOML CODE SNIPPETAUTOML CODE SNIPPET192024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights re

23、served20Generative AI Generative AI Use CaseUse Case2024 Databricks Inc.All rights reserved21Custom Generative AI AlgorithmCustom Generative AI AlgorithmChat bot for Dorals field cliniciansChat bot for Dorals field cliniciansDoral LakehouseVectorsKB ArticlesChatbot UIGPT LLMContext SearchGenerate an

24、d SummarizeUser Query EmbeddingsPromptEngineeringEmbeddingsEncoderEncoder2024 Databricks Inc.All rights reservedPYTHONChat bot for Dorals field cliniciansChat bot for Dorals field clinicians#1.Embeddingsfrom sentence_transformers import SentenceTransformer.doral_kb.apply(lambda x:funccontent,axis=1)

25、.#2.Prompt Engineeringquestion=how do i signup for payment?context=.join(f#str(i)for i in resultsdocuments0)prompt_template=fRelevant context:contextnn The users question:question.lm_response=llm_pipe(prompt_template)Custom Generative AI AlgorithmCustom Generative AI Algorithm222024 Databricks Inc.A

26、ll rights reserved2024 Databricks Inc.All rights reserved23Healthcare Data Healthcare Data Platform without Platform without Paying$MillionsPaying$Millions2024 Databricks Inc.All rights reserved24BUILD YOUR OWN HEALTHCARE DATA PLATFORMBUILD YOUR OWN HEALTHCARE DATA PLATFORMDorals data intelligence p

27、latform development facts:Dorals data intelligence platform development facts:45,000+45,000+Patients10M+10M+Records2,000+2,000+Medical devices1414Diverse sources2024 Databricks Inc.All rights reserved25USE CASES WE ARE ENABLINGUSE CASES WE ARE ENABLINGCare management team using patient markers for r

28、isk stratificationCare management team using patient markers for risk stratification2024 Databricks Inc.All rights reserved26USE CASES WE ARE ENABLINGUSE CASES WE ARE ENABLINGAnalytics team using a lot more patient markers for patient searchAnalytics team using a lot more patient markers for patient

29、 search2024 Databricks Inc.All rights reservedRisk StratificationCare ManagementRisk AdjustmentQuality ImprovementPatient EngagementSuspect Diagnoses NLPClinical Summary27USE CASES WE ARE ENABLINGUSE CASES WE ARE ENABLINGLot more use cases are possible for healthcare and life sciences Lot more use c

30、ases are possible for healthcare and life sciences 2024 Databricks Inc.All rights reservedETL&Real-time AnalyticsOrchestrationData WarehousingData Science&AIMosaic AIWorkflowsDatabricks SQLUnified security,governance,and catalogingUnity CatalogUnified data storage for reliability and sharingDelta La

31、keUse generative AI to understand the semantics of your dataData Intelligence EngineOpen Data LakeAll Raw Data(Logs,Texts,Audio,Video,Images)Unity CatalogSecurely get insights in natural languageDelta LakeData layout is automatically optimized based on usage patternsDatabricks SQLText-to-SQLWorkflow

32、sJob cost optimized based on past runsDelta Live TablesAutomated data qualityMosaic AICreate,tune,and serve custom LLMsDATA INTELLIGENCE PLATFORMDATA INTELLIGENCE PLATFORMDatabricks vision and industry-leading platform enablers2024 Databricks Inc.All rights reserved29BUILD YOUR DATA BUILD YOUR DATA

33、ASSETS AND NOT ASSETS AND NOT GIVE AWAY GIVE AWAY$MILLIONS TO$MILLIONS TO RIGID PLATFORM RIGID PLATFORM COMPANIESCOMPANIES2024 Databricks Inc.All rights reservedHealthcare data domain knowledge is irreplaceableThink DevOps firstThink“platform,”“data streams,”and“Devops pipelines”Unity Catalog and Sc

34、hemas across DEV and PRODPermissions and service principalsWorkflows managementAuto ML orchestration30CHALLENGES,TIPS AND LEARNINGSCHALLENGES,TIPS AND LEARNINGSEvery healthcare client can build their own platform,with the help of domain Every healthcare client can build their own platform,with the help of domain and databricks expertsand databricks experts2024 Databricks Inc.All rights reserved31Q&AQ&A