Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288113311> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4288113311 abstract "Machine learning (ML) applications become increasingly common in many domains. ML systems to execute these workloads include numerical computing frameworks and libraries, ML algorithm libraries, and specialized systems for deep neural networks and distributed ML. These systems focus primarily on efficient model training and scoring. However, the data science process is exploratory, and deals with underspecified objectives and a wide variety of heterogeneous data sources. Therefore, additional tools are employed for data engineering and debugging, which requires boundary crossing, unnecessary manual effort, and lacks optimization across the lifecycle. In this paper, we introduce SystemDS, an open source ML system for the end-to-end data science lifecycle from data integration, cleaning, and preparation, over local, distributed, and federated ML model training, to debugging and serving. To this end, we aim to provide a stack of declarative language abstractions for the different lifecycle tasks, and users with different expertise. We describe the overall system architecture, explain major design decisions (motivated by lessons learned from Apache SystemML), and discuss key features and research directions. Finally, we provide preliminary results that show the potential of end-to-end lifecycle optimization." @default.
- W4288113311 created "2022-07-28" @default.
- W4288113311 creator A5001426766 @default.
- W4288113311 creator A5007424948 @default.
- W4288113311 creator A5012610732 @default.
- W4288113311 creator A5014832535 @default.
- W4288113311 creator A5022122017 @default.
- W4288113311 creator A5031714826 @default.
- W4288113311 creator A5033459409 @default.
- W4288113311 creator A5036119025 @default.
- W4288113311 creator A5053153176 @default.
- W4288113311 creator A5074546371 @default.
- W4288113311 creator A5078793306 @default.
- W4288113311 creator A5084805763 @default.
- W4288113311 creator A5091381287 @default.
- W4288113311 date "2019-09-06" @default.
- W4288113311 modified "2023-09-27" @default.
- W4288113311 title "SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle" @default.
- W4288113311 doi "https://doi.org/10.48550/arxiv.1909.02976" @default.
- W4288113311 hasPublicationYear "2019" @default.
- W4288113311 type Work @default.
- W4288113311 citedByCount "0" @default.
- W4288113311 crossrefType "posted-content" @default.
- W4288113311 hasAuthorship W4288113311A5001426766 @default.
- W4288113311 hasAuthorship W4288113311A5007424948 @default.
- W4288113311 hasAuthorship W4288113311A5012610732 @default.
- W4288113311 hasAuthorship W4288113311A5014832535 @default.
- W4288113311 hasAuthorship W4288113311A5022122017 @default.
- W4288113311 hasAuthorship W4288113311A5031714826 @default.
- W4288113311 hasAuthorship W4288113311A5033459409 @default.
- W4288113311 hasAuthorship W4288113311A5036119025 @default.
- W4288113311 hasAuthorship W4288113311A5053153176 @default.
- W4288113311 hasAuthorship W4288113311A5074546371 @default.
- W4288113311 hasAuthorship W4288113311A5078793306 @default.
- W4288113311 hasAuthorship W4288113311A5084805763 @default.
- W4288113311 hasAuthorship W4288113311A5091381287 @default.
- W4288113311 hasBestOaLocation W42881133111 @default.
- W4288113311 hasConcept C111919701 @default.
- W4288113311 hasConcept C115903868 @default.
- W4288113311 hasConcept C120314980 @default.
- W4288113311 hasConcept C136197465 @default.
- W4288113311 hasConcept C154945302 @default.
- W4288113311 hasConcept C168065819 @default.
- W4288113311 hasConcept C199360897 @default.
- W4288113311 hasConcept C2522767166 @default.
- W4288113311 hasConcept C2777904410 @default.
- W4288113311 hasConcept C30452754 @default.
- W4288113311 hasConcept C35280785 @default.
- W4288113311 hasConcept C41008148 @default.
- W4288113311 hasConcept C74296488 @default.
- W4288113311 hasConcept C91262260 @default.
- W4288113311 hasConcept C98045186 @default.
- W4288113311 hasConceptScore W4288113311C111919701 @default.
- W4288113311 hasConceptScore W4288113311C115903868 @default.
- W4288113311 hasConceptScore W4288113311C120314980 @default.
- W4288113311 hasConceptScore W4288113311C136197465 @default.
- W4288113311 hasConceptScore W4288113311C154945302 @default.
- W4288113311 hasConceptScore W4288113311C168065819 @default.
- W4288113311 hasConceptScore W4288113311C199360897 @default.
- W4288113311 hasConceptScore W4288113311C2522767166 @default.
- W4288113311 hasConceptScore W4288113311C2777904410 @default.
- W4288113311 hasConceptScore W4288113311C30452754 @default.
- W4288113311 hasConceptScore W4288113311C35280785 @default.
- W4288113311 hasConceptScore W4288113311C41008148 @default.
- W4288113311 hasConceptScore W4288113311C74296488 @default.
- W4288113311 hasConceptScore W4288113311C91262260 @default.
- W4288113311 hasConceptScore W4288113311C98045186 @default.
- W4288113311 hasLocation W42881133111 @default.
- W4288113311 hasOpenAccess W4288113311 @default.
- W4288113311 hasPrimaryLocation W42881133111 @default.
- W4288113311 hasRelatedWork W2025346835 @default.
- W4288113311 hasRelatedWork W2046652934 @default.
- W4288113311 hasRelatedWork W2131879158 @default.
- W4288113311 hasRelatedWork W270054361 @default.
- W4288113311 hasRelatedWork W2971428651 @default.
- W4288113311 hasRelatedWork W3013722608 @default.
- W4288113311 hasRelatedWork W4288113311 @default.
- W4288113311 hasRelatedWork W4321764135 @default.
- W4288113311 hasRelatedWork W754938419 @default.
- W4288113311 hasRelatedWork W857643 @default.
- W4288113311 isParatext "false" @default.
- W4288113311 isRetracted "false" @default.
- W4288113311 workType "article" @default.