Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines

Mikko Raatikainen; Harry Souris; Jukka Remes; Vlad Stirbu

doi:10.1109/MS.2024.3414317

Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines

Mikko Raatikainen, Harry Souris, Jukka Remes, Vlad Stirbu

Forskningsoutput: Tidskriftsbidrag › Artikel › Vetenskaplig › Peer review

Originalspråk	engelska
Tidskrift	IEEE Software
Volym	42
Nummer	1
Sidor (från-till)	51-58
Antal sidor	8
ISSN	0740-7459
DOI	https://doi.org/10.1109/MS.2024.3414317
Status	Publicerad - 19 juni 2024
MoE-publikationstyp	A1 Tidskriftsartikel-refererad

Vetenskapsgrenar

113 Data- och informationsvetenskap

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10.1109/MS.2024.3414317Licens: CC BY

ML_lineage__Camera_ready_Accepterat manuskript från författare, 1,13 MBLicens: CC BY

IML4E: Industrial Machine Learning for Enterprises
Nurminen, J. K. (Projektledare), Hu, R. Y. (deltagare), Hussain, Z. (deltagare), Kemell, K.-K. (deltagare), Kivimäki, J. I. (deltagare), Laisi, J. S. (deltagare), Lehtonen, A. I. (deltagare), Luo, Y. (deltagare), Lwakatare, L. E. M. (deltagare), Muiruri, D. (deltagare), Myllyaho, L. (deltagare), Mylläri, J. (deltagare), Mylläri, J. (deltagare), Raatikainen, M. (deltagare), Rantanen, R. J. (deltagare), Rensing, F. (deltagare), Salmenperä, I. E. (deltagare), Samarasekara, H. (deltagare), Siilasjoki, N. J. (deltagare), Vidanapathirana, J. C. (deltagare), Myllyaho, L. (Deltagare) & Raatikainen, M. (Deltagare)
Innovaatiorahoituskeskus Business Finland
01/05/2021 → 28/02/2025
Projekt: Business Finland

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@article{106f7b4d0c3f4d72bc8ef72fd8b5540b,

title = "Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines",

keywords = "113 Computer and information sciences, Data models, Monitoring, Pipelines, Predictive models, Stakeholders, Training data, Unified modeling language",

author = "Mikko Raatikainen and Harry Souris and Jukka Remes and Vlad Stirbu",

year = "2024",

month = jun,

day = "19",

doi = "10.1109/MS.2024.3414317",

language = "English",

volume = "42",

pages = "51--58",

journal = "IEEE Software",

issn = "0740-7459",

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T1 - Machine Learning Lineage for Trustworthy Machine Learning Systems

T2 - Information Framework for MLOps Pipelines

AU - Raatikainen, Mikko

AU - Souris, Harry

AU - Remes, Jukka

AU - Stirbu, Vlad

PY - 2024/6/19

Y1 - 2024/6/19

KW - 113 Computer and information sciences

KW - Data models

KW - Monitoring

KW - Pipelines

KW - Predictive models

KW - Stakeholders

KW - Training data

KW - Unified modeling language

U2 - 10.1109/MS.2024.3414317

DO - 10.1109/MS.2024.3414317

M3 - Article

SN - 0740-7459

VL - 42

SP - 51

EP - 58

JO - IEEE Software

JF - IEEE Software

IS - 1

ER -

Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines

Vetenskapsgrenar

Åtkomst av dokument

Projekt

IML4E: Industrial Machine Learning for Enterprises

Citera det här