公开(公告)号：US10373050B2

公开(公告)日：2019-08-06

申请号：US14920099

申请日：2015-10-22

Applicant: QUALCOMM Incorporated

Inventor： Dexu Lin ,  Venkata Sreekanta Reddy Annapureddy ,  David Edward Howard ,  David Jonathan Julian ,  Somdeb Majumdar ,  William Richard Bell, II

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/10 ,  G06K9/46 ,  G06N3/06

Abstract: A method of quantizing a floating point machine learning network to obtain a fixed point machine learning network using a quantizer may include selecting at least one moment of an input distribution of the floating point machine learning network. The method may also include determining quantizer parameters for quantizing values of the floating point machine learning network based at least in part on the at least one selected moment of the input distribution of the floating point machine learning network to obtain corresponding values of the fixed point machine learning network.