Towards MLOps: A DevOps Tools Recommender System for Machine Learning System

arXiv:2402.12867v1 Announce Type: cross
Abstract: Applying DevOps practices to machine learning system is termed as MLOps and machine learning systems evolve on new data unlike traditional systems on requirements. The objective of MLOps is to establish a connection between different open-source tools to construct a pipeline that can automatically perform steps to construct a dataset, train the machine learning model and deploy the model to the production as well as store different versions of model and dataset. Benefits of MLOps …

abstract arxiv construct cs.lg cs.se data devops learning systems machine machine learning mlops pipeline practices requirements systems tools type