17 citations · 17 across the 1 of their papers we have counts for
2 papers
cs.DB2021★ 17 cited
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…
cs.DB2018
Understanding Data Science Lifecycle Provenance via Graph Segmentation and Summarization
Hui Miao, Amol Deshpande
Increasingly modern data science platforms today have non-intrusive and extensible provenance ingestion mechanisms to collect rich provenance and context information, handle modifi…