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Machine Learning in VLSI Computer-Aided Design, Ibrahim (Abe) M. Elfadel; Duane S. Boning; Xin Li


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Автор: Ibrahim (Abe) M. Elfadel; Duane S. Boning; Xin Li
Название:  Machine Learning in VLSI Computer-Aided Design
ISBN: 9783030046651
Издательство: Springer
Классификация:





ISBN-10: 3030046656
Обложка/Формат: Hardcover
Страницы: 694
Вес: 1.23 кг.
Дата издания: 2019
Язык: English
Издание: 1st ed. 2019
Иллюстрации: 272 tables, color; 275 illustrations, color; 66 illustrations, black and white; xxii, 694 p. 341 illus., 275 illus. in color.
Размер: 234 x 156 x 38
Читательская аудитория: Professional & vocational
Основная тема: Engineering
Ссылка на Издательство: Link
Рейтинг:
Поставляется из: Германии
Описание: This book provides readers with an up-to-date account of the use of machine learning frameworks, methodologies, algorithms and techniques in the context of computer-aided design (CAD) for very-large-scale integrated circuits (VLSI). Coverage includes the various machine learning methods used in lithography, physical design, yield prediction, post-silicon performance analysis, reliability and failure analysis, power and thermal analysis, analog design, logic synthesis, verification, and neuromorphic design. Provides up-to-date information on machine learning in VLSI CAD for device modeling, layout verifications, yield prediction, post-silicon validation, and reliability;Discusses the use of machine learning techniques in the context of analog and digital synthesis;Demonstrates how to formulate VLSI CAD objectives as machine learning problems and provides a comprehensive treatment of their efficient solutions;Discusses the tradeoff between the cost of collecting data and prediction accuracy and provides a methodology for using prior data to reduce cost of data collection in the design, testing and validation of both analog and digital VLSI designs.From the Foreword As the semiconductor industry embraces the rising swell of cognitive systems and edge intelligence, this book could serve as a harbinger and example of the osmosis that will exist between our cognitive structures and methods, on the one hand, and the hardware architectures and technologies that will support them, on the other….As we transition from the computing era to the cognitive one, it behooves us to remember the success story of VLSI CAD and to earnestly seek the help of the invisible hand so that our future cognitive systems are used to design more powerful cognitive systems. This book is very much aligned with this on-going transition from computing to cognition, and it is with deep pleasure that I recommend it to all those who are actively engaged in this exciting transformation.Dr. Ruchir Puri, IBM Fellow, IBM Watson CTO & Chief Architect, IBM T. J. Watson Research Center
Дополнительное описание: Chapter1: A Preliminary Taxonomy for Machine Learning in VLSI CAD.- Chapter2: Machine Learning for Compact Lithographic Process Models.- Chapter3: Machine Learning for Mask Synthesis.- Chapter4: Machine Learning in Physical Verification, Mask Synthesis, a



Linear Algebra and Learning from Data

Автор: Strang Gilbert
Название: Linear Algebra and Learning from Data
ISBN: 0692196382 ISBN-13(EAN): 9780692196380
Издательство: Cambridge Academ
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Цена: 9978.00 р.
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Описание: Linear algebra and the foundations of deep learning, together at last! From Professor Gilbert Strang, acclaimed author of Introduction to Linear Algebra, comes Linear Algebra and Learning from Data, the first textbook that teaches linear algebra together with deep learning and neural nets. This readable yet rigorous textbook contains a complete course in the linear algebra and related mathematics that students need to know to get to grips with learning from data. Included are: the four fundamental subspaces, singular value decompositions, special matrices, large matrix computation techniques, compressed sensing, probability and statistics, optimization, the architecture of neural nets, stochastic gradient descent and backpropagation.

Vibration Analysis with SOLIDWORKS Simulation 2015

Автор: Paul Kurowski
Название: Vibration Analysis with SOLIDWORKS Simulation 2015
ISBN: 1585039381 ISBN-13(EAN): 9781585039388
Издательство: Taylor&Francis
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Цена: 6215.00 р. 8879.00 -30%
Наличие на складе: Есть (1 шт.)
Описание: Vibration Analysis with SOLIDWORKS Simulation 2015 goes beyond the standard software manual. It concurrently introduces the reader to vibration analysis and its implementation in SOLIDWORKS Simulation using hands-on exercises. A number of projects are presented to illustrate vibration analysis and related topics. Each chapter is designed to build on the skills and understanding gained from previous exercises. Vibration Analysis with SOLIDWORKS Simulation 2015 is designed for users who are already familiar with the basics of Finite Element Analysis (FEA) using SOLIDWORKS Simulation or who have completed the book Engineering Analysis with SOLIDWORKS Simulation 2015. Vibration Analysis with SOLIDWORKS Simulation 2015 builds on these topics in the area of vibration analysis. Some understanding of structural analysis and solid mechanics is recommended.

Autodesk maya 2018 basics guide

Автор: Murdoch, Kelly
Название: Autodesk maya 2018 basics guide
ISBN: 1630571121 ISBN-13(EAN): 9781630571122
Издательство: Taylor&Francis
Рейтинг:
Цена: 9492.00 р.
Наличие на складе: Поставка под заказ.

Описание: Written by renowned author and 3D artist Kelly L. Murdock Autodesk Maya 2018 Basics Guide is designed to give new users a solid understanding of the fundamental skills needed to create beautiful 3D models and stunning animations with Autodesk Maya. Each chapter begins by examining the concept behind each task, the goal and the necessary features that are involved. Then you go in-depth with the objective of your task as you study examples and learn the steps necessary to complete it. Working your way through the comprehensive, step-by-step lessons, you'll develop the confidence you need to create incredible renderings and animations using Autodesk Maya. Autodesk Maya 2018 Basics Guide makes no assumptions about your previous experience with Autodesk Maya. It begins by helping you get comfortable with the user interface and navigating scenes before moving into modelling, texturing, lighting, animating, rendering and more. Additionally, more advanced features such as character rigging, skinning, animating with dynamics and MEL scripting are also introduced.

Case Studies in Secure Computing

Название: Case Studies in Secure Computing
ISBN: 1138034134 ISBN-13(EAN): 9781138034136
Издательство: Taylor&Francis
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Цена: 8420.00 р.
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Описание:

In today's age of wireless and mobile computing, network and computer security is paramount. Case Studies in Secure Computing: Achievements and Trends gathers the latest research from researchers who share their insights and best practices through illustrative case studies.

This book examines the growing security attacks and countermeasures in the stand-alone and networking worlds, along with other pertinent security issues. The many case studies capture a truly wide range of secure computing applications. Surveying the common elements in computer security attacks and defenses, the book:

  • Describes the use of feature selection and fuzzy logic in a decision tree model for intrusion detection
  • Introduces a set of common fuzzy-logic-based security risk estimation techniques with examples
  • Proposes a secure authenticated multiple-key establishment protocol for wireless sensor networks
  • Investigates various malicious activities associated with cloud computing and proposes some countermeasures
  • Examines current and emerging security threats in long-term evolution backhaul and core networks
  • Supplies a brief introduction to application-layer denial-of-service (DoS) attacks

Illustrating the security challenges currently facing practitioners, this book presents powerful security solutions proposed by leading researchers in the field. The examination of the various case studies will help to develop the practical understanding required to stay one step ahead of the security threats on the horizon.

This book will help those new to the field understand how to mitigate security threats. It will also help established practitioners fine-tune their approach to establishing robust and resilient security for next-generation computing systems.

Vibration Analysis with SOLIDWORKS Simulation 2019

Автор: Kurowski
Название: Vibration Analysis with SOLIDWORKS Simulation 2019
ISBN: 1630572438 ISBN-13(EAN): 9781630572433
Издательство: Taylor&Francis
Рейтинг:
Цена: 7962.00 р.
Наличие на складе: Поставка под заказ.

Описание: Vibration Analysis with SOLIDWORKS Simulation 2019 goes beyond the standard software manual. It concurrently introduces the reader to vibration analysis and its implementation in SOLIDWORKS Simulation using hands-on exercises. A number of projects are presented to illustrate vibration analysis and related topics. Each chapter is designed to build on the skills and understanding gained from previous exercises. Vibration Analysis with SOLIDWORKS Simulation 2019 is designed for users who are already familiar with the basics of Finite Element Analysis (FEA) using SOLIDWORKS Simulation or who have completed the book Engineering Analysis with SOLIDWORKS Simulation 2019. Vibration Analysis with SOLIDWORKS Simulation 2019 builds on these topics in the area of vibration analysis. Some understanding of structural analysis and solid mechanics is recommended.

Data Mining. Practical Machine Learning Tools and Techniques, 4 ed.

Автор: Witten, Ian H.
Название: Data Mining. Practical Machine Learning Tools and Techniques, 4 ed.
ISBN: 0128042915 ISBN-13(EAN): 9780128042915
Издательство: Elsevier Science
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Цена: 9262.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание:

Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches.

Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including substantial new chapters on probabilistic methods and on deep learning. Accompanying the book is a new version of the popular WEKA machine learning software from the University of Waikato. Authors Witten, Frank, Hall, and Pal include today's techniques coupled with the methods at the leading edge of contemporary research.

Please visit the book companion website at https: //www.cs.waikato.ac.nz/ ml/weka/book.html.

It contains

  • Powerpoint slides for Chapters 1-12. This is a very comprehensive teaching resource, with many PPT slides covering each chapter of the book
  • Online Appendix on the Weka workbench; again a very comprehensive learning aid for the open source software that goes with the book
  • Table of contents, highlighting the many new sections in the 4th edition, along with reviews of the 1st edition, errata, etc.

  • Provides a thorough grounding in machine learning concepts, as well as practical advice on applying the tools and techniques to data mining projects
  • Presents concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods
  • Includes a downloadable WEKA software toolkit, a comprehensive collection of machine learning algorithms for data mining tasks-in an easy-to-use interactive interface
  • Includes open-access online courses that introduce practical applications of the material in the book
Statistical Modeling for Computer-Aided Design of MOS VLSI Circuits

Автор: Christopher Michael; Mohammed Ismail
Название: Statistical Modeling for Computer-Aided Design of MOS VLSI Circuits
ISBN: 079239299X ISBN-13(EAN): 9780792392996
Издательство: Springer
Рейтинг:
Цена: 20956.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: Describes a statistical circuit simulation and optimization environment for VLSI circuit designers. This text also describes a CAD tool which accurately models and simulates the effect of device and circuit characteristics in both intra- and inter-die process variabiliy on analog/digital circuits.

Computer-Aided Design and VLSI Device Development

Автор: Kit Man Cham; Soo-Young Oh; John L. Moll; Keunmyun
Название: Computer-Aided Design and VLSI Device Development
ISBN: 0898382777 ISBN-13(EAN): 9780898382778
Издательство: Springer
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Цена: 32004.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: examples are presented. These chapters are intended to introduce the reader to the programs. The program structure and models used will be described only briefly. Since these programs are in the public domain (with the exception of the parasitic simulation programs), the reader is referred to the manuals for more details. In this second edition, the process program SUPREM III has been added to Chapter 2. The device simulation program PISCES has replaced the program SIFCOD in Chapter 3. A three-dimensional parasitics simulator FCAP3 has been added to Chapter 4. It is clear that these programs or other programs with similar capabilities will be indispensible for VLSI/ULSI device developments. Part B of the book presents case studies, where the application of simu- lation tools to solve VLSI device design problems is described in detail. The physics of the problems are illustrated with the aid of numerical simulations. Solutions to these problems are presented. Issues in state-of-the-art device development such as drain-induced barrier lowering, trench isolation, hot elec- tron effects, device scaling and interconnect parasitics are discussed. In this second edition, two new chapters are added. Chapter 6 presents the methodol- ogy and significance of benchmarking simulation programs, in this case the SUPREM III program. Chapter 13 describes a systematic approach to investi- gate the sensitivity of device characteristics to process variations, as well as the trade-otIs between different device designs.

Computer-Aided Design and VLSI Device Development

Автор: Kit Man Cham; Soo-Young Oh; John L. Moll
Название: Computer-Aided Design and VLSI Device Development
ISBN: 1461296056 ISBN-13(EAN): 9781461296058
Издательство: Springer
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Цена: 12157.00 р.
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Описание: This book is concerned with the use of Computer-Aided Design (CAD) in the device and process development of Very-Large-Scale-Integrated Circuits (VLSI).

Computer Aided Logical Design with Emphasis on VLSI 4e (WSE)

Автор: Hill
Название: Computer Aided Logical Design with Emphasis on VLSI 4e (WSE)
ISBN: 0471575275 ISBN-13(EAN): 9780471575276
Издательство: Wiley
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Цена: 36899.00 р.
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Описание: Bridging the gap between logical design and VLSI design, this text has been revised to reflect recent computer engineering developments. It includes new information on CAD tools, PLAs, NMOs and standard-cell CMOS methodologies.


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