Machine Learning Operations
Julian Soh, Priyanshi Singh · Apress eBooks · 2020
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 on the principles of DevOps.