Invention Application
- Patent Title: QUANTIZATION METHOD OF ARTIFICIAL NEURAL NETWORK AND OPERATION METHOD USING ARTIFICIAL NEURAL NETWORK
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Application No.: US17014158Application Date: 2020-09-08
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Publication No.: US20210089898A1Publication Date: 2021-03-25
- Inventor: Juhee PARK , Kyoungyoung KIM , Sanghyuck HA
- Applicant: Samsung Electronics Co., Ltd.
- Applicant Address: KR Suwon-si
- Assignee: Samsung Electronics Co., Ltd.
- Current Assignee: Samsung Electronics Co., Ltd.
- Current Assignee Address: KR Suwon-si
- Priority: KR10-2019-0117485 20190924,KR10-2020-0029807 20200310
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N3/04

Abstract:
The computing system includes a neural network system configured to drive an artificial neural network (ANN); and a quantization system configured to quantize the ANN, wherein the quantization system is further configured to quantize parameters of the ANN to generate the quantized parameters of the ANN, generate a quantization error of the parameters of the ANN based on the parameters of the ANN and the quantized parameters, generate a compensation bias based on the quantized parameters and the quantization error of the parameters of the ANN, and transmit the generated quantized parameters and the compensation bias to the neural network system.
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