FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036692023> ?p ?o ?g. }

• W3036692023 abstract "Operationalizing AI has become a major endeavor in both research and industry. Automated, operationalized pipelines that manage the AI application lifecycle will form a significant part of tomorrow's infrastructure workloads. To optimize operations of production-grade AI workflow platforms we can leverage existing scheduling approaches, yet it is challenging to fine-tune operational strategies that achieve application-specific cost-benefit tradeoffs while catering to the specific domain characteristics of machine learning (ML) models, such as accuracy, robustness, or fairness. We present a trace-driven simulation-based experimentation and analytics environment that allows researchers and engineers to devise and evaluate such operational strategies for large-scale AI workflow systems. Analytics data from a production-grade AI platform developed at IBM are used to build a comprehensive simulation model. Our simulation model describes the interaction between pipelines and system infrastructure, and how pipeline tasks affect different ML model metrics. We implement the model in a standalone, stochastic, discrete event simulator, and provide a toolkit for running experiments. Synthetic traces are made available for ad-hoc exploration as well as statistical analysis of experiments to test and examine pipeline scheduling, cluster resource allocation, and similar operational mechanisms." @default.
• W3036692023 created "2020-06-25" @default.
• W3036692023 creator A5025089904 @default.
• W3036692023 creator A5025964629 @default.
• W3036692023 creator A5055833498 @default.
• W3036692023 date "2020-06-22" @default.
• W3036692023 modified "2023-09-27" @default.
• W3036692023 title "PipeSim: Trace-driven Simulation of Large-Scale AI Operations Platforms." @default.
• W3036692023 cites W1579568887 @default.
• W3036692023 cites W1992019053 @default.
• W3036692023 cites W2045287414 @default.
• W3036692023 cites W2074102215 @default.
• W3036692023 cites W2099419573 @default.
• W3036692023 cites W2108807571 @default.
• W3036692023 cites W2139616532 @default.
• W3036692023 cites W2155822698 @default.
• W3036692023 cites W2402554508 @default.
• W3036692023 cites W2471138382 @default.
• W3036692023 cites W2547386789 @default.
• W3036692023 cites W2614986686 @default.
• W3036692023 cites W2621323946 @default.
• W3036692023 cites W2743948853 @default.
• W3036692023 cites W2761114781 @default.
• W3036692023 cites W2766775189 @default.
• W3036692023 cites W2771233945 @default.
• W3036692023 cites W2786977288 @default.
• W3036692023 cites W2793111015 @default.
• W3036692023 cites W2888551908 @default.
• W3036692023 cites W2903376801 @default.
• W3036692023 cites W2911599914 @default.
• W3036692023 cites W2964318098 @default.
• W3036692023 cites W2968772574 @default.
• W3036692023 cites W2974071289 @default.
• W3036692023 cites W3044680536 @default.
• W3036692023 cites W2964204577 @default.
• W3036692023 hasPublicationYear "2020" @default.
• W3036692023 type Work @default.
• W3036692023 sameAs 3036692023 @default.
• W3036692023 citedByCount "0" @default.
• W3036692023 crossrefType "posted-content" @default.
• W3036692023 hasAuthorship W3036692023A5025089904 @default.
• W3036692023 hasAuthorship W3036692023A5025964629 @default.
• W3036692023 hasAuthorship W3036692023A5055833498 @default.
• W3036692023 hasConcept C111472728 @default.
• W3036692023 hasConcept C111919701 @default.
• W3036692023 hasConcept C120314980 @default.
• W3036692023 hasConcept C127413603 @default.
• W3036692023 hasConcept C138885662 @default.
• W3036692023 hasConcept C147203929 @default.
• W3036692023 hasConcept C153083717 @default.
• W3036692023 hasConcept C154945302 @default.
• W3036692023 hasConcept C177212765 @default.
• W3036692023 hasConcept C206729178 @default.
• W3036692023 hasConcept C21547014 @default.
• W3036692023 hasConcept C2522767166 @default.
• W3036692023 hasConcept C41008148 @default.
• W3036692023 hasConcept C43521106 @default.
• W3036692023 hasConcept C44154836 @default.
• W3036692023 hasConcept C77088390 @default.
• W3036692023 hasConcept C79158427 @default.
• W3036692023 hasConcept C9354725 @default.
• W3036692023 hasConceptScore W3036692023C111472728 @default.
• W3036692023 hasConceptScore W3036692023C111919701 @default.
• W3036692023 hasConceptScore W3036692023C120314980 @default.
• W3036692023 hasConceptScore W3036692023C127413603 @default.
• W3036692023 hasConceptScore W3036692023C138885662 @default.
• W3036692023 hasConceptScore W3036692023C147203929 @default.
• W3036692023 hasConceptScore W3036692023C153083717 @default.
• W3036692023 hasConceptScore W3036692023C154945302 @default.
• W3036692023 hasConceptScore W3036692023C177212765 @default.
• W3036692023 hasConceptScore W3036692023C206729178 @default.
• W3036692023 hasConceptScore W3036692023C21547014 @default.
• W3036692023 hasConceptScore W3036692023C2522767166 @default.
• W3036692023 hasConceptScore W3036692023C41008148 @default.
• W3036692023 hasConceptScore W3036692023C43521106 @default.
• W3036692023 hasConceptScore W3036692023C44154836 @default.
• W3036692023 hasConceptScore W3036692023C77088390 @default.
• W3036692023 hasConceptScore W3036692023C79158427 @default.
• W3036692023 hasConceptScore W3036692023C9354725 @default.
• W3036692023 hasLocation W30366920231 @default.
• W3036692023 hasOpenAccess W3036692023 @default.
• W3036692023 hasPrimaryLocation W30366920231 @default.
• W3036692023 hasRelatedWork W1596455310 @default.
• W3036692023 hasRelatedWork W2021229794 @default.
• W3036692023 hasRelatedWork W2103068771 @default.
• W3036692023 hasRelatedWork W2295171209 @default.
• W3036692023 hasRelatedWork W2729999202 @default.
• W3036692023 hasRelatedWork W2800293522 @default.
• W3036692023 hasRelatedWork W2913310273 @default.
• W3036692023 hasRelatedWork W2975791840 @default.
• W3036692023 hasRelatedWork W3010947548 @default.
• W3036692023 hasRelatedWork W3041424025 @default.
• W3036692023 hasRelatedWork W3092116136 @default.
• W3036692023 hasRelatedWork W3110010262 @default.
• W3036692023 hasRelatedWork W3115097395 @default.
• W3036692023 hasRelatedWork W3129250023 @default.
• W3036692023 hasRelatedWork W3178238289 @default.
• W3036692023 hasRelatedWork W3183336182 @default.
• W3036692023 hasRelatedWork W3188168992 @default.
• W3036692023 hasRelatedWork W3203613751 @default.

• next