Whang, Steven Euijong

Data collection and quality challenges in deep learning: a data-centric AI perspective

Whang, S. E., Roh, Y., Song, H., & Lee, J.-G. (2023) · The VLDB Journal

Data Quality and ManagementMachine Learning and Data Classification

Cited by 573

TFX: A TensorFlow-Based Production-Scale Machine Learning Platform

Baylor, D., Breck, E., Cheng, H.-T., Fiedel, N., Foo, C. Y., Haque, Z., Haykal, S., Ispir, M., Jain, V., Koc, L., et al. (2017) · Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Software Engineering Techniques and PracticesScientific Computing and Data Management

Cited by 350

Data Lifecycle Challenges in Production Machine Learning: A Survey

Polyzotis, N., Roy, S., Whang, S. E., & Zinkevich, M. (2018) · ACM SIGMOD Record

Data Quality and ManagementAdvanced Database Systems and Queries

Cited by 214

Slice Finder: Automated Data Slicing for Model Validation

Chung, Y., Kraska, T., Polyzotis, N., Tae, K. H., & Whang, S. E. (2019) · 2019 IEEE 35th International Conference on Data Engineering (ICDE)

Explainable Artificial Intelligence (XAI)Software Testing and Debugging Techniques

Cited by 83

Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach

Tae, K. H., Roh, Y., Oh, Y. H., Kim, H., & Whang, S. E. (2019) · Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning

Data Quality and ManagementMachine Learning and Data Classification

Cited by 62