Machine Learning Operations (MLOps): Overview, Definition, and
Architecture

Machine Learning Operations (MLOps): Overview, Definition, and Architecture

4 May 2022

Dominik Kreuzberger

Niklas Kühl

Sebastian Hirschl

Papers citing "Machine Learning Operations (MLOps): Overview, Definition, and Architecture"

16 / 16 papers shown

Title
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 33 0 0 13 May 2025
Model Lake: a New Alternative for Machine Learning Models Management and Governance Moncef Garouani Franck Ravat Nathalie Valles-Parlangeau 37 1 0 27 Mar 2025
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards Zhimin Zhao A. A. Bangash F. Côgo Bram Adams Ahmed E. Hassan 59 1 0 04 Jul 2024
Mapping the Potential of Explainable AI for Fairness Along the AI Lifecycle Luca Deck Astrid Schomacker Timo Speith Jakob Schöffer Lena Kästner Niklas Kühl 41 4 0 29 Apr 2024
Model Callers for Transforming Predictive and Generative AI Applications Mukesh Dalal 26 0 0 17 Apr 2024
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... J. Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 43 44 0 20 Nov 2023
sQUlearn -- A Python Library for Quantum Machine Learning D. Kreplin Moritz Willmann Jan Schnabel Frederic Rapp Manuel Hagelüken M. Roth GP 30 9 0 15 Nov 2023
biquality-learn: a Python library for Biquality Learning Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols 14 0 0 18 Aug 2023
CausalOps -- Towards an Industrial Lifecycle for Causal Probabilistic Graphical Models R. Maier A. Schlattl Thomas Guess J. Mottok AI4CE 29 1 0 02 Aug 2023
Machine Learning-Assisted Pattern Recognition Algorithms for Estimating Ultimate Tensile Strength in Fused Deposition Modeled Polylactic Acid Specimens Akshansh Mishra V. Jatti 21 0 0 13 Jul 2023
ML-Based Teaching Systems: A Conceptual Framework Philipp Spitzer Niklas Kühl Daniel Heinz G. Satzger 33 6 0 12 May 2023
End-User Development for Artificial Intelligence: A Systematic Literature Review Andrea Esposito Miriana Calvano Antonio Curci Giuseppe Desolda R. Lanzilotti Claudia Lorusso Antonio Piccinno 17 5 0 14 Apr 2023
Machine Learning with Requirements: a Manifesto Eleonora Giunchiglia F. Imrie M. Schaar Thomas Lukasiewicz AI4TS OffRL VLM 32 5 0 07 Apr 2023
Quality Assurance in MLOps Setting: An Industrial Perspective Ayan Chatterjee Bestoun S. Ahmed Erik Hallin Anton Engman 20 2 0 23 Nov 2022
Operationalizing Machine Learning: An Interview Study Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 71 51 0 16 Sep 2022
How to avoid machine learning pitfalls: a guide for academic researchers M. Lones VLM FaML OnRL 62 77 0 05 Aug 2021