Nikolay Kozyrskiy

QPP: Real-Time Quantization Parameter Prediction for Deep Neural Networks

Modern deep neural networks (DNNs) cannot be effectively used in mobile and embedded devices due to strict requirements for computational complexity, memory, and power consumption. The quantization of weights and feature maps (activations) is a popular approach to solve this problem. Training-aware…