IEEE

A Survey of Stochastic Computing Neural Networks for Machine Learning Applications

Abstract: Neural networks (NNs) are effective machine learning models that require significant hardware and energy consumption in their computing process. To implement NNs, stochastic computing (SC) ...
IEEE

On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers

Abstract: On-device training of deep neural networks (DNNs) allows models to adapt and fine tune to newly collected data or changing domains while deployed on microcontroller units (MCUs). However, ...