Machine Learning Operations

Abstract

MLOps (Machine Learning Operations) are relatively a new concept in Machine Learning that came into existence between 2018 and 2019. MLOps helps Data scientists and Engineers to generate long-term value and reduce risk in data science, machine learning, and AI initiatives by standardizing and streamlining Machine Leaning Lifecycle. This chapter delves into Explaining MLOps, Differentiating MLOps with DevOps, Working, and implementation of MLOps, Reason for MLOps Adoption, Its benefits, Challenges to MLOps, Standard practices, and tools used for operations.