Efficient processing of deep neural networks /
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Main Authors: | |
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Group Author: | ; ; |
Published: |
Morgan & Claypool Publishers,
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Publisher Address: | [San Rafael, California] : |
Publication Dates: | [2020] |
Literature type: | Book |
Language: | English |
Series: |
Synthesis lectures on computer architecture,
#50 |
Subjects: | |
Carrier Form: | xxi, 319 pages : illustrations (chiefly color) ; 25 cm. |
Bibliography: | Includes bibliographical references (pages 283-316). |
ISBN: |
9781681738314 1681738317 9781681738338 1681738333 9781681738352 168173835X |
Index Number: | QA76 |
CLC: | TP183 |
Call Number: | TP183/S997 |
Contents: | Overview of deep neural networks -- Key metrics and design objectives -- Kernel computation -- Designing DNN accelerators -- Operation mapping on specialized hardware -- Reducing precision -- Exploiting sparsity -- Designing efficient DNN models -- Adva |