日益增长的AI ML成熟度和采用率：这需要一个村庄.pdf

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1、2024 Databricks Inc.All rights reservedGROWING AI/ML GROWING AI/ML MATURITY&MATURITY&ADOPTION ADOPTION-IT TAKES A IT TAKES A VILLAGEVILLAGEPatrick Rudolph,Coy McNewPatrick Rudolph,Coy McNewBridgestoneBridgestone12024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedAbout Brid

2、gestoneData&Analytics Org EcosystemDS Tech Stack Old vs NewModel LifecycleML Use CasesAI Portfolio StrategyAdvice and Lessons LearnedQ&AAgendaAgenda22024 Databricks Inc.All rights reserved3A complex system that works is invariably found to have evolved from a simple system that worked.A complex syst

3、em designed from scratch never works and cannot be patched up to make it work.You have to start over with a working simple system-John Gall 2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved4About180180Manufacturing plants&R&D facilities.f 1Raw Raw MaterialsMaterialsc c S

4、alesSalesFROM RAW MATERIAL FROM RAW MATERIAL TO RETAIL SHOP TO RETAIL SHOP N Y-!N cf Y1s-oC YT YfN Y-!N -YTj s S coC YT Our Global FootprintOur Global Footprint2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedOrganizational EcosystemOrganizational Ecosystem5Data Science&

5、ML OpsDataEngineering PortfolioManagement CloudEngineering DataManagement BusinessIntelligence 2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved6Old(OnOld(On-Prem)Prem)New(Cloud)New(Cloud)Transitioned from entirely onTransitioned from entirely on-prem Linux servers to cl

6、oudprem Linux servers to cloud6Python Python(Dev/Prod)(Dev/Prod)SAS(Prod)SAS(Prod)GitHubGitHubEnterpriseEnterpriseFileShareFileShare(20 TB)(20 TB)Databricks Databricks(SB/Dev/QA/Prod)(SB/Dev/QA/Prod)ADO ADO(SB/Deployment)(SB/Deployment)AWS ServicesAWS Services(EC2,ECR,EKS,S3)(EC2,ECR,EKS,S3)DS Tech