Hamzah Abdel-Aziz

Post-Training Piecewise Linear Quantization for Deep Neural Networks

Quantization plays an important role in the energy-efficient deployment of Deep Neural Networks (DNNs) on resource-limited devices. Post-training quantization is highly desirable since it does not require retraining or access to the full training dataset. The well-established uniform scheme for post…