制造商：简化 DOORDASH 的声明性特征工程.pdf

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1、2024 Databricks Inc.All rights reservedFABRICATOR:A FABRICATOR:A DECLARATIVEDECLARATIVEFEATURE FEATURE PLATFORMPLATFORMHebo Yang,Kunal ShahHebo Yang,Kunal Shah6/12/20246/12/202412024 Databricks Inc.All rights reservedFABRICATOR:FABRICATOR:A DECLARATIVE FEATURE A DECLARATIVE FEATURE PLATFORM AT DOORD

2、ASHPLATFORM AT DOORDASHAgendaAgenda Machine Learning at DoordashMachine Learning at Doordash Feature Platform Journey Fabricator:overview Architecture deep dives Results and learnings22024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved3MACHINE LEARNING AT MACHINE LEARNING

3、AT 3Fraud Fraud DetectionDetectionRobot and Robot and Drone Drone DeliveriesDeliveriesPersonalized Personalized MarketingMarketingVirtual Virtual AssistantsAssistantsEstimated Estimated Delivery TimeDelivery TimeRestaurantRestaurantRecommendationRecommendations s2024 Databricks Inc.All rights reserv

4、ed2024 Databricks Inc.All rights reserved4MACHINE LEARNING SYSTEMMACHINE LEARNING SYSTEMHidden Technical Debt in Machine Learning Systems-Google 20152024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved5MACHINE LEARNING PLATFORMMACHINE LEARNING PLATFORMCentralized team to ac

5、celerate the ML development velocityCentralized team to accelerate the ML development velocity2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedSimplify&reduce complexity in ML development processProvide needed infrastructureBuilt once and leveraged by multiple ML&DS team

6、s within the company6MACHINE LEARNING PLATFORMMACHINE LEARNING PLATFORMCentralized team to accelerate the ML development velocityCentralized team to accelerate the ML development velocity2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedSimplify&reduce complexity in ML de