Fast Machine Learning最新文献

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Fast Machine Learning Pub Date : 1900-01-01 DOI: 10.2172/1881243

M. A. Flechas, M. Atkinson, G. D. Guglielmo, Javier Mauricio Duarte, F. Fahim, P. Harris, C. Herwig, B. Holzman, R. Kastner, Miaoyuan Liu, C. Moon, M. Neubauer, K. Pedro, A. Quintero-Parra, D. Rankin, R. Rivera, N. Tran, M. Wang, Tingjun Yang, J. Agar, E. Huerta

{"title":"Fast Machine Learning","authors":"M. A. Flechas, M. Atkinson, G. D. Guglielmo, Javier Mauricio Duarte, F. Fahim, P. Harris, C. Herwig, B. Holzman, R. Kastner, Miaoyuan Liu, C. Moon, M. Neubauer, K. Pedro, A. Quintero-Parra, D. Rankin, R. Rivera, N. Tran, M. Wang, Tingjun Yang, J. Agar, E. Huerta","doi":"10.2172/1881243","DOIUrl":"https://doi.org/10.2172/1881243","url":null,"abstract":"In this community review report, we discuss applications and techniques for fast machine learning (ML) in science—the concept of integrating powerful ML methods into the real-time experimental data processing loop to accelerate scientiﬁc discovery. The material for the report builds on two workshops held by the Fast ML for Science community and covers three main areas: applications for fast ML across a number of scientiﬁc domains; techniques for training and implementing performant and resource-efﬁcient ML algorithms; and computing architectures, platforms, and technologies for deploying these algorithms. We also present overlapping challenges across the multiple scientiﬁc domains where common solutions can be found. This community report is intended to give plenty of examples and inspiration for scientiﬁc discovery through integrated and accelerated ML solutions. This is followed by a high-level overview and organization of technical advances, including an abundance of pointers to source material, which can enable these breakthroughs.","PeriodicalId":157495,"journal":{"name":"Fast Machine Learning","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129338899","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1