March 2021 | Vol. 44 No. 1 | IEEE Computer Society |
Letters |
Letter from the Editor-in-Chief | Haixun Wang | 1 |
Letter from the Special Issue Editor | Sebastian Schelter | 2 |
Opinions |
ML-In-Databases: Assessment and Prognosis |
Tim Kraska, Umar Farooq Minhas, Thomas Neumann, Olga Papaemmanouil |
Jignesh M. Patel, Chris Re, Michael Stonebraker | 3 |
Special Issue on Data Validation for Machine Learning Models and Applications |
A Data Quality-Driven View of MLOps |
Cedric Renggli, Luka Rimanic, Nezihe Merve Gurel, Bojan Karlas, Wentao Wu and Ce Zhang | 11 |
From Cleaning before ML to Cleaning for ML |
Felix Neutatz, Binger Chen, Ziawasch Abedjan, Eugene Wu | 24 |
Validating Data and Models in Continuous ML Pipelines |
Mike Dreves, Gene Huang, Zhuo Peng, Neoklis Polyzotis, Evan Rosen, Paul Suganthan G. C. | 42 |
Automated Data Validation in Machine Learning Systems |
Felix Biessmann, Jacek Golebiowski, Tammo Rukat, Dustin Lange and Philipp Schmidt | 51 |
Enhancing the Interactivity of Dataframe Queries by Leveraging Think Time |
Doris Xin, Devin Petersohn, Dixin Tang, Yifan Wu, Joseph E. Gonzalez, |
Joseph M. Hellerstein, Anthony D. Joseph and Aditya G. Parameswaran | 66 |
Responsible AI Challenges in End-to-end Machine Learning |
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh and Geon Heo | 79 |
Conference and Journal Notices |
TCDE Membership Form | 92 |