Perspective: Multi-Objective MLOps Pipelines-Balancing Cost and Accuracy

perspective
Received: Aug 9, 2022
Published: Oct 12, 2022
Authors: Mia Das ✉ Harper Zhang

Abstract

We advocate for Pareto-front-aware orchestration of model pipelines balancing accuracy, latency, and infrastructure cost.

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Das, M. & Zhang, H. (2022). Perspective: Multi-Objective MLOps Pipelines-Balancing Cost and Accuracy. Research Explorations in Global Knowledge & Technology (REGKT), 1 (11). Retrieved from https://regkt.com/article.php?id=658&slug=perspective-multiobjective-mlops-pipelines-cost-accuracy

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