Steven Bell

Mark Horowitz

Jing Pu

James Hegarty

Most emerging applications in imaging and machine learning must perform immense amounts of computation while holding to strict limits on energy and power. To meet these goals, architects are building increasingly specialized compute engines tailored for these specific tasks. The resulting computer systems are heterogeneous, containing multiple processing cores with wildly different execution models. Unfortunately, the cost of producing this specialized hardware—and the software to control it—is astronomical. Moreover, the task of porting algorithms to these heterogeneous machines typically requires that the algorithm be partitioned across the machine and rewritten for each specific architecture, which is time consuming and prone to error. Over the last several years, the authors have approached this problem using domain-specific languages (DSLs): high-level programming languages customized for specific domains, such as database manipulation, machine learning, or image processing. By giving up generality, these languages are able to provide high-level abstractions to the developer while producing high-performance output. The purpose of this book is to spur the adoption and the creation of domain-specific languages, especially for the task of creating hardware designs. In the first chapter, a short historical journey explains the forces driving computer architecture today. Chapter 2 describes the various methods for producing designs for accelerators, outlining the push for more abstraction and the tools that enable designers to work at a higher conceptual level. From there, Chapter 3 provides a brief introduction to image processing algorithms and hardware design patterns for implementing them. Chapters 4 and 5 describe and compare Darkroom and Halide, two domain-specific languages created for image processing that produce high-performance designs for both FPGAs and CPUs from the same source code, enabling rapid design cycles and quick porting of algorithms. The final section describes how the DSL approach also simplifies the problem of interfacing between application code and the accelerator by generating the driver stack in addition to the accelerator configuration. This book should serve as a useful introduction to domain-specialized computing for computer architecture students and as a primer on domain-specific languages and image processing hardware for those with more experience in the field.

Compiling Algorithms for Heterogeneous Systems

Georg Schumacher

R. Narasimhan

J.-L. Brylinski

A.T. Huckleberry

C. Okonek

A. Van de Ven

S. Zucker

The articles in this volume were written to commemorate Reinhold Remmert's 60th birthday in June, 1990. They are surveys, meant to facilitate access to some of the many aspects of the theory of complex manifolds, and demonstrate the interplay between complex analysis and many other branches of mathematics, algebraic geometry, differential topology, representations of Lie groups, and mathematical physics being only the most obvious of these branches. Each of these articles should serve not only to describe the particular circle of ideas in complex analysis with which it deals but also as a guide to the many mathematical ideas related to its theme.

Complex Manifolds

Ava Burke

Are You Going To Become A Dad For The First Time? Congratulations! Learn All You Need To Know With This Practical Guide. If you are going to become a dad for the first time then you need to prepare yourself for that job. What better way to do that than with this amazing book in your hands. Fatherhood can be very demanding. You can surely expect some sleepless nights and smelly diapers. But you can make it easier for yourself. This book will prepare you for every scenario, and you will always know what to do. Find out what to expect from the moment you find out that your SO is pregnant. Starting with the stuff she will need to birth a healthy beautiful baby. Like what foods are best for her, what medical exams she will need, and everything else you should do to make it easier for her. Baby is born, what now? Don't worry, this book will especially help you with that part. Discover the best ways to care for your newborn. Learn how to make a longterm plan for the future. Changes happen fast, and you will learn how to quickly adapt to them. Discover how to keep and improve romance with your SO. With this incredible guide in your hands, you will make fatherhood look like a piece of cake. You will be doing everything right, and you won't even break a sweat! Here's what you can find in this incredible guide: Positive pregnancy test! What now? Learn what to expect while you are expecting, and how to prepare yourself for parenthood. Baby is coming! Find out how to take care of your SO during pregnancy and through delivery. Baby is here! Discover the best ways to take care of your newborn, and prepare yourself for every scenario there is. Aftercare?! When everything is done, find out how to rekindle the flame of romance and keep everything going smoothly.

Pregnancy Handbook for Dads-To-Be

First Time Dad

The Extraordinary Life of Douglas 'Duggy' Clark

A Man of All Talents

Today's customers want it all and they want it now: innovation, speed, agility, and value. How can you drive operational excellence, stimulate growth, and accelerate idea-to-value innovation throughout your enterprise? Shingo Prize-winning author Steve Bell, joined by other thought leaders, offers useful insights and examples you can start using now. Run Grow Transform takes the next logical step to driving enterprise value. This could be the game-changing playbook for IT 3.0. -Mark Katz, CIO & Senior Vice President, Esselte Corporation A powerful read detailing how companies can leverage their Lean IT transformation to supercharge the business. -Tom Paider, IT Build Capability Leader, Nationwide The consistent application of the practices described in this book has enabled Embraer to reap huge gains. I recommend this book as a desktop companion. -Alexandre Baule, Vice President Information Systems, Embraer Run Grow Transform takes the reader a leap forward, ready for immediate application to bridge Lean and innovation. -Melissa Barrett, Enterprise Architecture & IT Strategy, Premera Blue Cross This book focuses on the most critical and challenging issue for any aspect of the development or use of IT: creating a collaborative learning culture. -Jeffrey K. Liker, Shingo Prize-Winning Author of The Toyota Way Run Grow Transform sets out the principles and practices necessary for success in the new economy. -Jez Humble, author of Continuous Delivery Steve Bell has hit another home run with this book. Either your organization will adopt the wisdom contained in this book and thrive, or your competitors will do so and put you out of business. -Scott Ambler, author Disciplined Agile Delivery and 19 other books It's rare to see truly new insight added to the Lean discussion. Steve Bell does just that by continuing to push the frontiers of Lean thinking. -Alexander Brown, COO, Scrum Inc. A powerful read detailing how companies can leverage their Lean IT transformation to supercharge the business. -Tom Paider, IT Build Capability Leader, Nationwide Steve Bell has mapped a new trajectory. I challenge any CIO to read Bell's breakthrough work and not be compelled to start this journey to become a transformative leader in the creation of real and sustainable value. -Jeffrey Barnes, Society for Information Management (SIM), Regional Director, Advanced Practices Council All too often the IT organization is viewed as an impediment to lean transformation, when it truly can be a catalyst. Steve's book sorts out all the noise, the jargon, and the "hero culture", guiding the reader to what is so obvious, yet so hard to see: build your culture around your customer! -Josh Rapoza, Director of Web Strategy and Operations, Lean Enterprise Institute Aligning Lean and IT is a great challenge with a big payoff. This book really shows how Lean and IT can create a strong enterprise; it's a great inspiration. -Klaus Lyck Petersen, Solar A/S A must read for any organization that is pursuing continuous improvement. In today's world, real business improvement cannot be achieved without the IT factor; this book will help any organization achieve the improvement that they are seeking. -Barry J. Brunetto, Vice President, Information Systems, Blount International Precise, concise, and entertaining, this book provides the reader with crucial tips on how IT can help enterprises survive and thrive in a fast-paced technological and economic environment. This is mandatory reading not only for businesses and IT organizations, but also for universities and policy makers. -Fuat Alican, PhD, Vice President, Central American Scientific Research and Education Center Not just for Lean Practitioners, Run Grow Transform is a must-have reference for any IT organization, regardless of size, age or industry, looking to move to the next level of performance. -Sarah Topham, Lean Deployment Leader, Information Technology & Product Management, Paychex, Inc. This is a long overdue book that addresses the key challenges for today's IT organization and puts Lean IT into a context that is too often lacking. -James Finister, Tata Consultancy Services The 'business as usual' scenario is not an option in today's economy and global challenges. A transformation in methods, tools and frameworks is needed to guide our business decisions. This book is your first step! -Khuloud Odeh, IT Director, Grameen Foundation Delivering beyond the helpful folk wisdom and narrow techniques and technologies found elsewhere, Steve Bell and his contributors provide practical full value stream lifecycle methods for continuous improvement using Lean in an IT and customer (business) setting. -Martin Erb, Director of Professional Services, Pink Elephant Run Grow Transform clarifies the eternal quest of IT: to simply "running" of the business and to create innovative solutions to grow the business and create sustainable competitive advantage to transform the way customers interact with your business, in plain, actionable advice from one who has been on the front lines. -Tom Foco, Value Stream Solution

Integrating Business and Lean IT

Run Grow Transform

Steven Bell

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