速度与规模的架构.pdf

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1、Architecting for Speed and ScaleGet consistency and realtime latency with a Data Integration Hub(DIH)AgendaIntroductionGenerative AI is the least important AI.Concurrency matters!“Big Data”isnt a big deal.Containerization is complicated.Cloud is not king.Performance often doesnt matter.Real-time pro

2、cessing isnt what you think.ETL to ELT,now back to ETL again aka Data Integration HubTips&takeawaysIntroductionIntroduction28 years in data management software.OReilly author.IASA Architecture Fundamentals certified.Hortonworks,Syncsort,Bloor Group,Actian,Pervasive,CSC,Data Junction,GridGain,Vertica

3、.Cant seem to decide what I want to be when I grow up:Software EngineerSupport TechTech WriterSoftware TrainerConsultantProduct and Technical MarketerProduct ManagerPaige Roberts,Data Nerd Actively looking for a new position!Ive spent way too many years of my life geeking out about enterprise data a

4、rchitecture.Generative AI is the least important AI.Right now.Realms of Data ScienceData ScienceThe use of algorithms to extract knowledge and insights from data in various forms.Some subfields:Statistics,Artificial Intelligence(AI),Computational MathData ScienceArtificial IntelligenceMachine Learni

5、ngArtificial Intelligence(AI)The simulation of intelligent human behavior for problem-solving and decision-making.Some subfields:Robotics,Natural Language Processing(NLP),Machine Learning(ML)Machine Learning(ML)The process by which machines are taught to make calculated suggestions and/or prediction

6、s by examining large amounts of input dataSome subfields:Regression,Deep Learning,Reinforcement Learning,ClusteringRealms of Data ScienceData ScienceThe use of algorithms to extract knowledge and insights from data in various forms.Some subfields:Statistics,Artificial Intelligence(AI),Computational