制造業革新：利用 Snowflake Cortex 解鎖實時 OT 數據和 AI 驅動的洞察.pdf

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1、SNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights Reserved 2022 Snowflake Inc.All Rights ReservedRevolutionizing Manufacturing:Unlocking Real-time OT Data and AI-Powered Insights with Snowflake Cortex1SNOWFLAKE GSLIDES THEME 2025.01 2025 Snowflake Inc.All Rights Reserve

2、dAgendaIntroduction to SnowflakeWhy Snowflake for Manufacturing?DEMO-Data Integration from Shop Floor to EnterpriseWhat can we do with this data,how Cortex can help?DEMO-AI Capabilities Wrap up/QuestionsSNOWFLAKE GSLIDES THEME 2025.01 2025 Snowflake Inc.All Rights Reserved3Innovation Journey to the

3、Data CloudOn-Prem EDW1st Gen Data LakePublic CloudData LakehouseAll DataSingle EngineGovernedGlobally ConnectedSelf-ManagedProgrammableMarketplace&MonetizationSNOWFLAKE GSLIDES THEME 2025.01 2025 Snowflake Inc.All Rights Reserved4The Data Cloud Is a Global Network3rd PartyDataPartnerDataSaaSDataAppl

4、icationsCustomerDataDataServicesPlatformData+Services+AppsConnecting you to the most relevant content,powered by a single platform 2024 Snowflake Inc.All Rights Reserved5Snowflake Addresses These ComplexitiesUnify&Simplify Break down silos with zero-copy access to all enterprise data with a singular

5、 data/AI/ML/App platformScale with Security Focus on innovation not infrastructure with a fully managed platform that scales with enterprise securityNetwork and Grow Tap into a global automotive ecosystem with our external marketplace including ready-to-use data and apps,or your own internal marketp

6、lace with your strategic partnersScale AIDemocratize AI enterprise-wide with ready-to-use solutions and simplified ML workflows 2024 Snowflake Inc.All Rights Reserved6Traditional Hardware-Centric Era is SiloedR&DSupply ChainMFGVehicleDealerAfter Sales/ServiceMarketingFinanceCustomerSNOWFLAKE GSLIDES

7、 THEME 2025.01 2025 Snowflake Inc.All Rights ReservedArchitect for DisruptionArchitect for DisruptionBIMLAI?CloudMulti Cloud?On-premSECURITYSUPPLIERSFINANCEIOTWEB/LOGSPIPELINESDATA LAKEWAREHOUSEOLTPSCALASALESEXTERNAL DATADATA MESHLAKE HOUSEOPEN SOURCEETLON PREMSTREAMINGPILOTFEATURE STORESLLMTHE NEXT

8、 DISRUPTIONUNSTRUCTUREDMODELSSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedProduction/OT DataDowntimeSnowflake Data,AI,and Application PlatformToolingSCADAPlant SafetyQAMESIT DataOther Systems(MongoDB,etc.)SAPSemi/UnstructuredLogs Manuals/PDFsCADCONSUMEAnaly

9、tics&Presentation LayerENRICHSnowflake MarketplaceWeatherLocationTrafficRAW Data LakeManufacturing Data/AI PlatformHARMONIZEData Integration&Collaboration LayerAI/ML /TrainingAI/DATA SCIENCEAdvanced AI/ML/PredictiveSnowPark(Python,Scala,Java)Chatbots/CoPilotSnowParkAggregate,Transform,ConformEnterpr

10、ise Data PlatformDynamicExternalHybridIcebergINGESTDocument AISnowpipeKafka/MQTT ConnectorsSnowflake EcosystemEquipment ProvidersSuppliers3PLsRailUtilitiesOther PlantsSnowparkContainersNative AppsPowered BySnowsightBI&ApplicationsSearchStreamlitFilesSalesSupply ChainProduct Eng.CorporateSNOWFLAKE CO

11、RPORATE GOOGLE SLIDES THEME 2024 v1.1 2023 Snowflake Inc.All Rights ReservedA Strong Data Foundation Enables Smart Manufacturing Data integration across enterprise and shop floor systemsImplementation of AI&ML in manufacturing and engineering processesCollaboration/deployment capabilities with custo

12、mers,partners and suppliers 9 2024 Snowlake Inc.All Rights ReservedSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedBig Picture:Snowflake Data and AI PlatformProduction/OT DataToolingSCADADowntimePlant SafetyQAMESIT DataOther Systems(MongoDB,etc.)SAPSemi/Unstru

13、cturedLogs Manuals/PDFsCADCONSUMEAnalytics&Presentation LayerENRICHSnowflake MarketplaceWeatherLocationTrafficRAW Data LakePlant Data/AI PlatformHARMONIZEData Integration&Collaboration LayerAI/ML /TrainingAI/DATA SCIENCEAdvanced AI/ML/PredictiveSnowPark(Python,Scala,Java)Chatbots/CoPilotSnowParkAggr

14、egate,Transform,ConformEnterprise Data PlatformSalesSupply ChainProduct Eng.CorporateDynamicExternalHybridIcebergINGESTDocument AISnowpipeKafka/MQTT ConnectorsSnowflake EcosystemEquipment ProvidersSuppliers3PLsRailUtilitiesOther PlantsSnowparkContainersNative AppsPowered BySnowsightBI&ApplicationsSe

15、archStreamlitFilesSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedSnowflakes IIOT Architecture:Simple,Scalable,Flexible1.OT data modeled at Edge 2.In order message delivery3.Structure Preserving Data Definitions4.Robust Analytics Capabilities in a fully manage

16、d platformLatency:Up to 1-4 secsDR/BC:Cross Region or CloudSetup:Minutes to HoursEdge/Industrial Automation:Broker:Context/Integration:Example ArchitectureSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedDemoSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 202

17、4 Snowflake Inc.All Rights ReservedSchemas Dynamically created based on message&metadata.Specific for each factory/lineViews Dynamically created for each device present on the factory/lineFlattened view of the IIoT messages.Depicts only measurements when there is a change,highlighting message by exc

18、eptionNull record means the measure did not change1234Consumable Data Landing in Snowflake(Sub 4 Sec)An ADS type view is built dynamically.Rolls-up the measurement to have a consistent view.This will be an impact for tools like Graffana/BI/Tableau etc.SNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.

19、1 2023 Snowflake Inc.All Rights ReservedA Strong Data Foundation Enables Smart Manufacturing Data integration across enterprise and shop floor systemsImplementation of AI&ML in manufacturing and engineering processesCollaboration/deployment capabilities with customers,partners and suppliers 14 2024

20、Snowlake Inc.All Rights ReservedSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedSnowflake Data,AI,and Application PlatformProduction/OT DataToolingSCADADowntimePlant SafetyQAMESIT DataOther Systems(MongoDB,etc.)SAPSemi/UnstructuredLogs Manuals/PDFsCADCONSUMEAn

21、alytics&Presentation LayerENRICHSnowflake MarketplaceWeatherLocationTrafficRAW Data LakePlant Data/AI PlatformHARMONIZEData Integration&Collaboration LayerAI/ML /TrainingAI/DATA SCIENCEAdvanced AI/ML/PredictiveSnowPark(Python,Scala,Java)Chatbots/CoPilotSnowParkAggregate,Transform,ConformEnterprise D

22、ata PlatformSalesSupply ChainProduct Eng.CorporateDynamicExternalHybridIcebergINGESTDocument AISnowpipeKafka/MQTT ConnectorsSnowflake EcosystemEquipment ProvidersSuppliers3PLsRailUtilitiesOther PlantsSnowparkContainersNative AppsPowered BySnowsightBI&ApplicationsSearchStreamlitFilesSNOWFLAKE CORPORA

23、TE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedVEHICLE DETAILSRENTAL/USED CARSVEHICLE SAFETYSUPPLY CHAINGrowing Marketplace for Automotive Marketplace listings referenced herein are provided for illustrative purposes only.Access to and use of Marketplace listing data remains

24、subject to the applicable listing provider terms and conditions,which control in all respects.AUTO INSURANCETRAFFIC DATAVISIBILITYCUSTOMER EXPERIENCE&MARKETINGAUTO CONSUMERWORKFLOW Supplier Mapping Market Analytics Inventory Syndication Alternative Supplier Geocoding Location Planning Competitive In

25、tel Avoidance of Vehicular Crashes Accidents AnalysisSyndication Injury Trends over time Accidents Clusters/black spots Auto listing&build specs Auto attributes VINs tied to Owners Pricing Analysis Used Cars Inventory/Sold Tracking of Inventory&PricesSPEND/COST Economic Impact Analysis Real World Da

26、ta Audience Targeting Customer Acquisition Contact Data Enrichment Location Traffic Analysis Pedestrian&car traffic Road traffic index Traffic metrics by event Traffic speed,travel time Traffic volumes Transportation Spend 65,000 market-to-market lane pairs Daily rate calculations Cost of moving fre

27、ight Directional pricing Daily MCI calculations Container box rates More Global event monitoring Transportation and logistics disruptions Source of advanced shipping data Monitoring product and material flows Maritime shipping More Vehicle out of charge Year/make/model Location Audience Targeting Da

28、ta Enrichment Consumer Opinions Sentiment Audience Segmentation Customers Profiling Contact Enrichment Attribution Analysis 360 Customer View Location Planning Audience Targeting Data Enrichment Customer Acquisition Audience Segmentation Customer 360 Personalized Customer Experience Contact Data Enr

29、ichment Driving Behaviour Ground level imagery In the market model Auto Ownership Data driven workflows Address logistic challengesSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedFaster Deployment of Apps/Data/AI Across PlantsSupplier 2Plant 13PL 3Entity#AWSGC

30、PAzureDeploy Dashboards,Apps,Predictive models,AI,and beyond fasterGlobal Digital Manufacturing HubSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2023 Snowflake Inc.All Rights ReservedA Strong Data Foundation Enables Smart Manufacturing Data integration across enterprise and shop floor systemsImp

31、lementation of AI&ML in manufacturing and engineering processesCollaboration/deployment capabilities with customers,partners and suppliers 18 2024 Snowlake Inc.All Rights ReservedSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedWhy Snowflake for AI and MLEASYFu

32、lly managed and tightly integrated data and AI infrastructure.Accessible via no-code Studio,SQL,Python,and REST APIs interfaces to reduce development costs and complexityEFFICIENTStreamline development-to-deployment lifecycle with cutting-edge AI models,frameworks,and apps running next to the data t

33、o achieve better quality and operational costTRUSTEDProtect the value of your IP at scale with industry-leading security and unified governance for data and models trusted by thousands of organizationsMACHINE LEARNINGSnowflake ML GENERATIVE AICortex AIAPP DEVELOPMENTStudio|Notebooks|Streamlit|Copilo

34、tDATA&MODEL GOVERNANCESnowflake Horizon|Model Registry GENERATIVE AICortex AIEnd-to-End Platform for AI Built to Address Industry ChallengesSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedDemoSNOWFLAKE CORPORATE GOOGLE SLIDES THEME 2024 v1.1 2024 Snowflake Inc.All Rights ReservedThank You