DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation

1 code implementation • 6 Apr 2021 • Dong He, Maureen Daum, Walter Cai, Magdalena Balazinska

We design, implement, and evaluate DeepEverest, a system for the efficient execution of interpretation by example queries over the activation values of a deep neural network.

Network Interpretation

Mosaic: A Sample-Based Database System for Open World Query Processing

no code implementations • 17 Dec 2019 • Laurel Orr, Samuel Ainsworth, Walter Cai, Kevin Jamieson, Magda Balazinska, Dan Suciu

Recently, with the increase in the number of public data repositories, sample data has become easier to access.