Instability in clinical risk stratification models using deep learning

no code implementations • 20 Nov 2022 • Daniel Lopez-Martinez, Alex Yakubovich, Martin Seneviratne, Adam D. Lelkes, Akshit Tyagi, Jonas Kemp, Ethan Steinberg, N. Lance Downing, Ron C. Li, Keith E. Morse, Nigam H. Shah, Ming-Jun Chen

While it has been well known in the ML community that deep learning models suffer from instability, the consequences for healthcare deployments are under characterised.

Fast Intent Classification for Spoken Language Understanding

1 code implementation • 3 Dec 2019 • Akshit Tyagi, Varun Sharma, Rahul Gupta, Lynn Samson, Nan Zhuang, Zihang Wang, Bill Campbell

To address the latency and computational complexity issues, we explore a BranchyNet scheme on an intent classification scheme within SLU systems.

Classification Decision Making +8