{"title":"机器学习系统中的数据管理","authors":"Matthias Boehm, Arun Kumar, Jun Yang","doi":"10.2200/S00895ED1V01Y201901DTM057","DOIUrl":null,"url":null,"abstract":"Abstract Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficie...","PeriodicalId":187413,"journal":{"name":"Synthesis Lectures on Data Management","volume":"43 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"36","resultStr":"{\"title\":\"Data Management in Machine Learning Systems\",\"authors\":\"Matthias Boehm, Arun Kumar, Jun Yang\",\"doi\":\"10.2200/S00895ED1V01Y201901DTM057\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficie...\",\"PeriodicalId\":187413,\"journal\":{\"name\":\"Synthesis Lectures on Data Management\",\"volume\":\"43 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-02-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"36\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Synthesis Lectures on Data Management\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2200/S00895ED1V01Y201901DTM057\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Synthesis Lectures on Data Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2200/S00895ED1V01Y201901DTM057","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Abstract Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficie...