Data Science Solutions on Azure: Tools and Techniques Using Databricks and MLOps

© Julian Soh and Priyanshi Singh 2020

J. Soh, P. SinghData Science Solutions on Azurehttps://doi.org/10.1007/978-1-4842-6405-8_8

8. Machine Learning Operations

Julian Soh¹   and Priyanshi Singh²

(1)

Olympia, WA, USA

(2)

New Jersey, NJ, USA

 

Machine learning operations (MLOps) is DevOps for machine learning processes. MLOps enables data scientists to collaborate and increase the pace of delivery and quality of model development through monitoring, validation, and governance of machine learning models. This is equivalent to how DevOps helps software engineers develop, test, and deploy software quicker and with fewer defects. MLOps supports the data science life cycle just as DevOps supports the application development life cycle. As such, MLOps is based ...