Andreas Moshovos

Bit-Pragmatic Deep Neural Network Computing

We quantify a source of ineffectual computations when processing the multiplications of the convolutional layers in Deep Neural Networks (DNNs) and propose Pragrmatic (PRA), an architecture that exploits it improving performance and energy efficiency. The source of these ineffectual computations is…