Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities

Doris Xin, Hui Miao, Aditya Parameswaran +1

Machine learning (ML) is now commonplace, powering data-driven applications in various organizations. Unlike the traditional perception of ML in research, ML production pipelines a…