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

4 May 2022

Niklas Kühl

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

50 / 56 papers shown

Title
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 36 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
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 68 0 0 01 Mar 2025
ASTD Patterns for Integrated Continuous Anomaly Detection In Data Logs Chaymae El Jabri Marc Frappier Pierre Martin Tardif AI4TS 21 0 0 10 Nov 2024
Towards certification: A complete statistical validation pipeline for supervised learning in industry Lucas Lacasa Abel Pardo Pablo Arbelo Miguel Sánchez Pablo Yeste ... Alejandro Martínez-Cava G. Rubio Ignacio Gómez E. Valero Javier de Vicente AI4CE 42 1 0 04 Nov 2024
Assessing the Auditability of AI-integrating Systems: A Framework and Learning Analytics Case Study Linda Fernsel Yannick Kalff Katharina Simbeck 36 2 0 29 Oct 2024
Towards Trustworthy Machine Learning in Production: An Overview of the Robustness in MLOps Approach Firas Bayram Bestoun S. Ahmed OOD 34 1 0 28 Oct 2024
Adapting MLOps for Diverse In-Network Intelligence in 6G Era: Challenges and Solutions Peizheng Li Ioannis Mavromatis T. Farnham Adnan Aijaz Aftab Khan AI4CE 14 1 0 24 Oct 2024
Gradient-Free Neural Network Training on the Edge Dotan Di Castro O. Joglekar Shir Kozlovsky Vladimir Tchuiev Michal Moshkovitz MQ 14 0 0 13 Oct 2024
Prediction by Machine Learning Analysis of Genomic Data Phenotypic Frost Tolerance in Perccottus glenii Lilin Fan Xuqing Chai Zhixiong Tian Yihang Qiao Zhen Wang Yifan Zhang 21 1 0 11 Oct 2024
GaNDLF-Synth: A Framework to Democratize Generative AI for (Bio)Medical Imaging Sarthak Pati Szymon Mazurek Spyridon Bakas MedIm 26 0 0 30 Sep 2024
Machine Learning Operations: A Mapping Study Abhijit Chakraborty Suddhasvatta Das Kevin Gary 37 0 0 28 Sep 2024
OML-AD: Online Machine Learning for Anomaly Detection in Time Series Data Sebastian Wette Florian Heinrichs AI4TS 25 1 0 15 Sep 2024
KModels: Unlocking AI for Business Applications Roy Abitbol Eyal Cohen Muhammad Kanaan Bhavna Agrawal Yingjie Li Anuradha Bhamidipaty Erez Bilgory 20 0 0 08 Sep 2024
Fishers Harvest Parallel Unlearning in Inherited Model Networks Xiao Liu Mingyuan Li Xu Wang Guangsheng Yu Wei Ni Lixiang Li Haipeng Peng Renping Liu MoMe MU AI4CE 43 2 0 16 Aug 2024
Adaptive Data Quality Scoring Operations Framework using Drift-Aware Mechanism for Industrial Applications Firas Bayram Bestoun S. Ahmed Erik Hallin 28 3 0 13 Aug 2024
Backward Compatibility in Attributive Explanation and Enhanced Model Training Method Ryuta Matsuno 41 0 0 05 Aug 2024
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 62 1 0 04 Jul 2024
Deriva-ML: A Continuous FAIRness Approach to Reproducible Machine Learning Models Zhiwei Li Carl Kesselman Mike DÁrch Michael Pazzani B. Y. Xu SyDa VLM 24 0 0 27 Jun 2024
RadEx: A Framework for Structured Information Extraction from Radiology Reports based on Large Language Models Daniel Reichenpfader Jonas Knupp André Sander Kerstin Denecke MedIm 18 0 0 14 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 43 5 0 12 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 32 2 0 10 Jun 2024
Automating the Training and Deployment of Models in MLOps by Integrating Systems with Machine Learning Penghao Liang Bo Song Xiaoan Zhan Zhou Chen Jiaqiang Yuan 14 17 0 16 May 2024
DeepFMEA -- A Scalable Framework Harmonizing Process Expertise and Data-Driven PHM Christoph Netsch Till Schöpe Benedikt Schindele Joyam Jayakumar 39 0 0 13 May 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
A Framework to Model ML Engineering Processes Sergio Morales Robert Clarisó Jordi Cabot 23 1 0 29 Apr 2024
Quantum Cloud Computing: A Review, Open Problems, and Future Directions H. T. Nguyen P. Krishnan Dilip Krishnaswamy Muhammad Usman Rajkumar Buyya 46 15 0 17 Apr 2024
Model Callers for Transforming Predictive and Generative AI Applications Mukesh Dalal 26 0 0 17 Apr 2024
Is Your AI Truly Yours? Leveraging Blockchain for Copyrights, Provenance, and Lineage Yilin Sai Qin Wang Guangsheng Yu H.M.N. Dilum Bandara Shiping Chen 46 1 0 09 Apr 2024
A Cyber Manufacturing IoT System for Adaptive Machine Learning Model Deployment by Interactive Causality Enabled Self-Labeling Yutian Ren Yuqi He Xuyin Zhang A. Yen G. P. Li 40 0 0 09 Apr 2024
XAIport: A Service Framework for the Early Adoption of XAI in AI Model Development Zerui Wang Yan Liu Abishek Arumugam Thiruselvi A. Hamou-Lhadj 21 2 0 25 Mar 2024
ADMIn: Attacks on Dataset, Model and Input. A Threat Model for AI Based Software Vimal Kumar Juliette Mayo Khadija Bahiss 26 2 0 15 Jan 2024
Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities Alaa Saleh Roberto Morabito Sasu Tarkoma Susanna Pirttikangas Lauri Lovén 58 3 0 22 Dec 2023
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research Shiro Takagi 45 0 0 06 Dec 2023
Moderating Model Marketplaces: Platform Governance Puzzles for AI Intermediaries Robert Gorwa Michael Veale 11 10 0 21 Nov 2023
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... Joost van de Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 43 45 0 20 Nov 2023
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 34 8 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 35 10 0 15 Nov 2023
The Flux Operator Vanessa Sochat Aldo Culquicondor Antonio Ojea Daniel Milroy 14 3 0 29 Sep 2023
OceanBench: The Sea Surface Height Edition J. E. Johnson Q. Febvre Anastasia Gorbunova Sammy Metref M. Ballarotta Julien Le Sommer Ronan Fablet 38 2 0 27 Sep 2023
MLOps for Scarce Image Data: A Use Case in Microscopic Image Analysis Angelo Jovin Yamachui Sitcheu Nils Friederich Simon Baeuerle Oliver Neumann Markus Reischl Ralf Mikut 13 2 0 27 Sep 2023
Towards Data-centric Graph Machine Learning: Review and Outlook Xin Zheng Yixin Liu Zhifeng Bao Meng Fang Xia Hu Alan Wee-Chung Liew Shirui Pan GNN AI4CE 34 19 0 20 Sep 2023
Biquality Learning: a Framework to Design Algorithms Dealing with Closed-Set Distribution Shifts Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols OOD 39 0 0 29 Aug 2023
On-Premise AIOps Infrastructure for a Software Editor SME: An Experience Report Anes Bendimerad Youcef Remil Romain Mathonat Mehdi Kaytoue 16 4 0 22 Aug 2023
MLOps: A Review S. Wazir Gautam Siddharth Kashyap P. Saxena 32 66 0 19 Aug 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
A Comprehensive Study of Groundbreaking Machine Learning Research: Analyzing highly cited and impactful publications across six decades Ezugwu E. Absalom Japie Greeff Y. Ho 26 3 0 01 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