Ashkan Samiee

Compressing Deep Neural Networks Using Toeplitz Matrix: Algorithm Design and Fpga Implementation

Deep neural networks (DNNs) have emerged as an important artificial intelligence technique. However, the computation-intensive and storage-intensive DNNs pose severe challenges on efficient execution over the underlying hardware platform. In this paper we propose to impose Toeplitz structure on DNN…