尼康扩展需求预测：利用 Databricks 自动化相机配件销售计划.pdf

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1、1Scaling Demand Forecasting at NikonAutomating Camera Accessories Sales Planning with DatabricksHeya Ouyang,Senior Associate ResearcherMineyuki Nishino,Section ManagerMamoru Uebayashi,ResearcherAgenda2Nikon:Innovation in Imaging and BeyondCamera Accessory Demand Forecasting OverviewDevelopment Journ

2、eyFrom Inspiration to TransformationOur Framework with DatabricksResults&Lesson LearnedNikon:Innovation in Imaging and BeyondA global leader in imaging Global footprint beyond imagingSemiconductor lithography systemsMicroscopesOptical componentsMeasurement and inspection systemsEtc.3Unlock the futur

3、e with the power of lightNikon:Innovation in Imaging and Beyond Advanced Technology Research&Development Mathematical Science Research LaboratoryMathematical ModelingData Science&AnalysisMachine Learning&Deep LearningVision/RoboticsImage ProcessingEtc.4Empowering Data-Driven InnovationNikon Research

4、 Corporation of America BelmontNikon HQ/Innovation Center TokyoNikon:Innovation in Imaging and BeyondChange Point DetectionRoot Cause AnalysisMulti-objective Optimization of TuningMarket size ForecastingDemand ForecastingProduction Plan OptimizationFan StrategyProductivity ImprovementMarketing&Suppl

5、y ChainAccident Analysis Knowledge IntegrationGenerative AI5Scaling Innovation with Databricks10active projects;19resource groups&workspacesCamera Accessory Demand ForecastingA Critical Component of Customer ExperienceCamera System ChartSpeedlightLensMicrophoneHeadphoneDot SightFor FinderComputer Re

6、latedRemote ControlSmartphoneCloud ServiceBattery RelatedFor TV/VideoCamera Accessory Demand ForecastingUnique ChallengesLow-volume but CriticalAttach relationships Sparse Demand(0,0,50,0)Diversity of CategoryLong Lead Times8Camera Accessory Demand ForecastingUnique Challenges10Global Subsidiaries2.