Patients' Severity States Classification based on Electronic Health Record (EHR) Data using Multiple Machine Learning and Deep Learning Approaches

1 code implementation • 29 Sep 2022 • A. N. M. Sajedul Alam, Rimi Reza, Asir Abrar, Tanvir Ahmed, Salsabil Ahmed, Shihab Sharar, Annajiat Alim Rasel

For implementing Deep Learning we employed a feed-forward neural network (multi-layer) and the Fast Large Margin approach for semi-supervised learning.

Dimensionality Reduction

Adaptive Loss Scaling for Mixed Precision Training

no code implementations • ICLR 2020 • Ruizhe Zhao, Brian Vogel, Tanvir Ahmed

Mixed precision training (MPT) is becoming a practical technique to improve the speed and energy efficiency of training deep neural networks by leveraging the fast hardware support for IEEE half-precision floating point that is available in existing GPUs.