ARTIFICIAL INTELLIGENCE HARDWARE DESIGN Learn foundational and advanced topics in Neural Processing Unit design with real-world examples from leading voices in the field In Artificial Intelligence Hardware Design: Challenges and Solutions, distinguished researchers and authors Drs. Albert Chun Chen Liu and Oscar Ming Kin Law deliver a rigorous and practical treatment of the design applications of specific circuits and systems for accelerating neural network processing. Beginning with a discussion and explanation of neural networks and their developmental history, the book goes on to describe parallel architectures, streaming graphs for massive parallel computation, and convolution optimization. The authors offer readers an illustration of in-memory computation through Georgia Tech’s Neurocube and Stanford’s Tetris accelerator using the Hybrid Memory Cube, as well as near-memory architecture through the embedded eDRAM of the Institute of Computing Technology, the Chinese Academy of Science, and other institutions. Readers will also find a discussion of 3D neural processing techniques to support multiple layer neural networks, as well as information like: A thorough introduction to neural networks and neural network development history, as well as Convolutional Neural Network (CNN) models Explorations of various parallel architectures, including the Intel CPU, Nvidia GPU, Google TPU, and Microsoft NPU, emphasizing hardware and software integration for performance improvement Discussions of streaming graph for massive parallel computation with the Blaize GSP and Graphcore IPU An examination of how to optimize convolution with UCLA Deep Convolutional Neural Network accelerator filter decomposition Perfect for hardware and software engineers and firmware developers, Artificial Intelligence Hardware Design is an indispensable resource for anyone working with Neural Processing Units in either a hardware or software capacity.
This synthesis presents information on the design of toll plazas at highway, bridge, tunnel, and other transportation facilities. It will be of interest to toll facility managers and other officials, as well as to consultants concerned with the design, operation, and maintenance of toll facilities. It can also be useful to financial personnel, traffic engineers, planners, and security and enforcement personnel. In addition, it provides information to those concerned with environmental issues such as drainage, runoff, lighting, noise, and air quality. The report focuses on the design factors affecting toll plazas, including traffic, toll collection methods, location and configuration of toll plazas, as well as congestion management, operation and maintenance of the facility, and environmental issues. The synthesis includes discussions of existing standards and practices related to toll facility design, including plaza and roadway geometrics, lane configuration, electronic toll collection, capacity, access, communication, safety and security, signing, pavement markings, and new technology.
Annotation. "In this compelling title, two distinguished scholars share their experiences as expert witnesses in cases ranging from eyewitness testimony, person identification and recovered memories, to false confessions, collaborative storytelling and causal attribution, in the context of various interrogation techniques and their ability to deliver reliable results. Each chapter of The Popular Policeman and Other Cases describes in lucid, entertaining prose a representative case in the context of scholarly literature to date, showing how psychological expertise has been (and can be) used in a legal setting." "The cases include petty and serious crime, from illegal gambling, infringed trademarks and risque courtship behaviour, to honour killing and death on the climbing wall. The authors' findings and recommendations apply to legal systems worldwide." "There is no other English-language textbook covering a similarly wide range of offences, and this volume will fill a gap in the existing literature and demonstrate how psychological expertise can be used in a much larger area than is often realised."--BOOK JACKET.Title Summary field provided by Blackwell North America, Inc. All Rights Reserved.
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