Deep Learning Model Reuse in the HuggingFace Community: Challenges, Benefit and Trends

1 code implementation • 24 Jan 2024 • Mina Taraghi, Gianolli Dorcelus, Armstrong Foundjem, Florian Tambon, Foutse khomh

Based on our qualitative analysis, we present a taxonomy of the challenges and benefits associated with PTM reuse within this community.

Studying the Practices of Testing Machine Learning Software in the Wild

1 code implementation • 19 Dec 2023 • Moses Openja, Foutse khomh, Armstrong Foundjem, Zhen Ming, Jiang, Mouna Abidi, Ahmed E. Hassan

Aims: To fill this gap, we perform the first fine-grained empirical study on ML testing practices in the wild, to identify the ML properties being tested, the followed testing strategies, and their implementation throughout the ML workflow.

Autonomous Driving Fairness