no code implementations • 6 Oct 2023 • Fred Hohman, Mary Beth Kery, Donghao Ren, Dominik Moritz
On-device machine learning (ML) promises to improve the privacy, responsiveness, and proliferation of new, intelligent user experiences by moving ML computation onto everyday personal devices.
1 code implementation • 12 Apr 2023 • Samantha Robertson, Zijie J. Wang, Dominik Moritz, Mary Beth Kery, Fred Hohman
Machine learning (ML) models can fail in unexpected ways in the real world, but not all model failures are equal.
no code implementations • 11 Apr 2023 • Tiffany Tseng, Jennifer King Chen, Mona Abdelrahman, Mary Beth Kery, Fred Hohman, Adriana Hilliard, R. Benjamin Shapiro
We share the Co-ML system design and contribute a discussion of how using Co-ML in a collaborative activity enabled beginners to collectively engage with dataset design considerations underrepresented in prior work such as data diversity, class imbalance, and data quality.