Training Multiscale-CNN for Large Microscopy Image Classification in One Hour

no code implementations • 3 Oct 2019 • Kushal Datta, Imtiaz Hossain, Sun Choi, Vikram Saletore, Kyle Ambert, William J. Godinez, Xian Zhang

In this work, we train a multi-scale convolutional neural network (M-CNN) to classify large biomedical images for high content screening in one hour.

General Classification Image Classification

Efficient 8-Bit Quantization of Transformer Neural Machine Language Translation Model

no code implementations • 3 Jun 2019 • Aishwarya Bhandare, Vamsi Sripathi, Deepthi Karkada, Vivek Menon, Sun Choi, Kushal Datta, Vikram Saletore

In this work, we quantize a trained Transformer machine language translation model leveraging INT8/VNNI instructions in the latest Intel$^\circledR$ Xeon$^\circledR$ Cascade Lake processors to improve inference performance while maintaining less than 0. 5$\%$ drop in accuracy.

Quantization Translation