Prakruthi Pradeep

Linear Classification on Noisy Hardware

2022

Motivated by the growing interest in machine learning on nanoscale edge devices, we study the effect of hardware noise and quantization errors on the accuracy of inference by linear classifiers. Our experiments on synthetic and …