Databricks 作为 MLOps 的骨干：从编排到推理.pdf

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1、Databricks as the Backbone of MLOpsFrom Orchestration to InferenceReinier Veral&Cyd RedelosaGlobe TelecomsReins Career Journey3pre-industryAsst.ProfessorHead,ICT R&DMapua University2006Engineering SupervisorTsukiden Global Solution,Inc.2011IoT/ML SME,Site Competence Devt ManagerNokia2020Senior Softw

2、are EngineerQuasset Philippines,Inc.2021Asst.Director,MLOpsGlobe TelecomThe Game Plan4Meet GlobeWho we are and why AI matters in a 7 000-island nationFollow the JourneyFrom SAS to Databricks:wins along the wayUnder the HoodA unified architecture that powers it allThe Road AheadPlans for the futureSe

3、e the ProofRuntime,cost and developer impact,side-by-sideMeet GlobeGlobe TelecomWho We AreThe Philippines leading digital solutions provider,serving 60M+users with mobile,broadband,and tech-powered services.More Than TelcoWe drive fintech,digital ventures,and connectivity bringing everyday innovatio

4、n to Filipinos.Powered by AI&CloudWith Databricks we scale ML to personalize experiences and deliver impact at speed.6Powering the Philippines Digital Future with Data and AIFollow the JourneyGlobes ML Platform EvolutionFrom Legacy Tools to Databricks-Powered Orchestration and InferenceSAS(Pre-2021)

5、On premise workloadsCloudera CDSW(20212023)Hadoop based platformsSnowflake+SageMaker+Airflow(20232025)Cloud data platformsDatabricks+Snowflake(2025)Lakehouse20182019Household Segment20202021202220172023Affluence,Lifestage and Digital SegmentationInterests and Passion PointsEmerging,Transitioner,Habi

6、tCooking,Music,HealthStarting Family,Decision Maker,Self-EmployedMulti-simmerPrimary SimFixed Mobile ConvergenceLow Mobility;Offloads to GAH BroadbandStar CLVPsychographic SegmentationDiskarte ProviderEcosystem Look-a-likesFintech,Health,Education Affinity2024Globe Group Digital IDGlobe Group Custom