Toward an Open Source MLOps Architecture

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.