Bulletin of the Technical Committee on


March 2021 Vol. 44 No. 1   IEEE Computer Society


Letter from the Editor-in-Chief   Haixun Wang 1
Letter from the Special Issue Editor   Sebastian Schelter 2


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