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Toward an Open Source MLOps Architecture | IEEE Journals & Magazine | IEEE Xplore

Abstract:

We present a Kubernetes-based, open source MLOps framework to streamline the lifecycle management of machine learning models in production environments. We compared state...Show More

Abstract:

We present a Kubernetes-based, open source MLOps framework to streamline the lifecycle management of machine learning models in production environments. We compared state-of-the-art MLOps tools and frameworks, demonstrating that ours meets the same features as proprietary options, such as Amazon SageMaker.
Published in: IEEE Software ( Volume: 42, Issue: 1, Jan.-Feb. 2025)
Page(s): 59 - 64
Date of Publication: 08 July 2024

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