Know your data

By R. Campbell. 1997

Subfields: Evaluation & Benchmarks

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Evaluation & Benchmarks

1. Tristan Thrush
2. Douwe Kiela
3. Angelina McMillan-Major
4. Dora Zhao
5. Yacine Jernite
6. Iroha Shirai
7. Leslie Kim
8. Olga Russakovsky

Citations in the corpus

• Measuring Data (2022, background): “…which uses a series of “quality scores” to enable formalized and systematic data preparation (Jariwala et al., 2022); Google’s “Know Your Data" tool, created specifically for AI practitioners, has also helped shed light on the contents and characteristics of popular datasets (Google Research, 2021).”
• REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets (2020, methodology): “Similarly, Google’s Know Your Data (Google People + AI Research, 2021) also aims to help mitigate bias issues in image datasets.”