Efficient Processing of Deep Neural Networks. Vivienne Sze
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Efficient Processing of Deep Neural Networks
Synthesis Lectures on Computer Architecture
Editors
Natalie Enright Jerger, University of Toronto
Margaret Martonosi, Princeton University
Founding Editor Emeritus
Mark D. Hill, University of Wisconsin, Madison
Synthesis Lectures on Computer Architecture publishes 50- to 100-page publications on topics pertaining to the science and art of designing, analyzing, selecting and interconnecting hardware components to create computers that meet functional, performance and cost goals. The scope will largely follow the purview of premier computer architecture conferences, such as ISCA, HPCA, MICRO, and ASPLOS.
Efficient Processing of Deep Neural Networks
Vivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, and Joel S. Emer
2020
Quantum Computer Systems: Research for Noisy Intermediate-Scale Quantum Computers
Yonshan Ding and Frederic T. Chong
2020
A Primer on Memory Consistency and Cache Coherence, Second Edition
Vijay Nagarajan, Daniel J. Sorin, Mark D. Hill, and David A. Wood
2020
Innovations in the Memory System
Rajeev Balasubramonian
2019
Cache Replacement Policies
Akanksha Jain and Calvin Lin
2019
The Datacenter as a Computer: Designing Warehouse-Scale Machines, Third Edition
Luiz André Barroso, Urs Hölzle, and Parthasarathy Ranganathan
2018
Principles of Secure Processor Architecture Design
Jakub Szefer
2018
General-Purpose Graphics Processor Architectures
Tor M. Aamodt, Wilson Wai Lun Fung, and Timothy G. Rogers
2018
Compiling Algorithms for Heterogenous Systems
Steven Bell, Jing Pu, James Hegarty, and Mark Horowitz
2018
Architectural and Operating System Support for Virtual Memory
Abhishek Bhattacharjee and Daniel Lustig
2017
Deep Learning for Computer Architects
Brandon Reagen, Robert Adolf, Paul Whatmough, Gu-Yeon Wei, and David Brooks
2017
On-Chip Networks, Second Edition
Natalie Enright Jerger, Tushar Krishna, and Li-Shiuan Peh
2017
Space-Time Computing with Temporal Neural Networks
James E. Smith
2017
Hardware and Software Support for Virtualization
Edouard Bugnion, Jason Nieh, and Dan Tsafrir
2017
Datacenter Design and Management: A Computer Architect’s Perspective
Benjamin C. Lee
2016
A Primer on Compression in the Memory Hierarchy
Somayeh Sardashti, Angelos Arelakis, Per Stenström, and David A. Wood
2015
Research Infrastructures for Hardware Accelerators
Yakun Sophia Shao and David Brooks
2015
Analyzing Analytics
Rajesh Bordawekar, Bob Blainey, and Ruchir Puri
2015
Customizable Computing
Yu-Ting Chen, Jason Cong, Michael Gill, Glenn Reinman, and Bingjun Xiao
2015
Die-stacking Architecture
Yuan Xie and Jishen Zhao
2015
Single-Instruction Multiple-Data Execution
Christopher J. Hughes
2015
Power-Efficient Computer Architectures: Recent Advances
Magnus Själander, Margaret Martonosi, and Stefanos Kaxiras
2014
FPGA-Accelerated Simulation of Computer Systems
Hari Angepat, Derek Chiou, Eric S. Chung, and James C. Hoe
2014
A Primer on Hardware Prefetching
Babak Falsafi and Thomas F. Wenisch
2014
On-Chip Photonic Interconnects: A Computer Architect’s Perspective
Christopher J. Nitta, Matthew K. Farrens, and Venkatesh Akella
2013
Optimization and Mathematical Modeling in Computer Architecture
Tony Nowatzki, Michael Ferris, Karthikeyan Sankaralingam, Cristian Estan, Nilay Vaish, and David Wood
2013
Security Basics for Computer Architects
Ruby B. Lee
2013
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, Second Edition
Luiz André Barroso, Jimmy Clidaras, and Urs Hölzle
2013
Shared-Memory Synchronization
Michael L. Scott
2013
Resilient Architecture Design for Voltage Variation
Vijay Janapa Reddi and Meeta Sharma Gupta
2013
Multithreading Architecture
Mario Nemirovsky and Dean M. Tullsen
2013
Performance Analysis and Tuning for General Purpose Graphics Processing Units (GPGPU)
Hyesoon Kim, Richard Vuduc, Sara Baghsorkhi, Jee Choi, and Wen-mei Hwu
2012
Automatic Parallelization: An Overview of Fundamental Compiler Techniques
Samuel P. Midkiff
2012
Phase Change Memory: From Devices to Systems
Moinuddin K. Qureshi, Sudhanva Gurumurthi, and Bipin Rajendran
2011
Multi-Core Cache Hierarchies
Rajeev Balasubramonian, Norman P. Jouppi, and Naveen Muralimanohar
2011
A Primer on Memory Consistency and Cache Coherence
Daniel J. Sorin, Mark D. Hill, and David A. Wood
2011
Dynamic