A vital guide to building the platforms and systems that bring deep learning models to production. In Designing Deep Learning Systems you will learn how to: Transfer your software development skills to deep learning systems Recognize and solve common engineering challenges for deep learning systems Understand the deep learning development cycle Automate training for models in TensorFlow and PyTorch Optimize dataset management, training, model serving and hyperparameter tuning Pick the right open-source project for your platform Deep learning systems are the components and infrastructure essential to supporting a deep learning model in a production environment. Written especially for software engineers with minimal knowledge of deep learning’s design requirements, Designing Deep Learning Systems is full of hands-on examples that will help you transfer your software development skills to creating these deep learning platforms. You’ll learn how to build automated and scalable services for core tasks like dataset management, model training/serving, and hyperparameter tuning. This book is the perfect way to step into an exciting—and lucrative—career as a deep learning engineer. About the technology To be practically usable, a deep learning model must be built into a software platform. As a software engineer, you need a deep understanding of deep learning to create such a system. Th is book gives you that depth. About the book Designing Deep Learning Systems: A software engineer's guide teaches you everything you need to design and implement a production-ready deep learning platform. First, it presents the big picture of a deep learning system from the developer’s perspective, including its major components and how they are connected. Then, it carefully guides you through the engineering methods you’ll need to build your own maintainable, efficient, and scalable deep learning platforms. What's inside The deep learning development cycle Automate training in TensorFlow and PyTorch Dataset management, model serving, and hyperparameter tuning A hands-on deep learning lab About the reader For software developers and engineering-minded data scientists. Examples in Java and Python. About the author Chi Wang is a principal software developer in the Salesforce Einstein group. Donald Szeto was the co-founder and CTO of PredictionIO. Table of Contents 1 An introduction to deep learning systems 2 Dataset management service 3 Model training service 4 Distributed training 5 Hyperparameter optimization service 6 Model serving design 7 Model serving in practice 8 Metadata and artifact store 9 Workflow orchestration 10 Path to production
Design systems optimized for deep learning models. Written for software engineers, this book teaches you how to implement a maintainable platform for developing deep learning models. Designing Deep Learning Systems is a practical guide for software engineers and data scientists who are designing and building platforms for deep learning. It’s full of hands-on examples that will help you transfer your software development skills to implementing deep learning platforms. In Designing Deep Learning Systems, you’ll learn how to build automated and scalable services for core tasks like dataset management, model training/serving, and hyperparameter tuning. This book is the perfect way to step into an exciting—and lucrative—career as a deep learning engineer. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.
In the 1980s, Britain actively engaged with China in order to promote globalisation and manage Hong Kong’s decolonisation. Influenced by neoliberalism, Margaret Thatcher saw Britain as a global trading nation, which was well placed to serve China’s reform. During the negotiations over Hong Kong’s future, British diplomats aimed to educate the Chinese in free-market capitalism. Nevertheless, Deng Xiaoping held an alternative vision of globalisation, one that privileged sovereignty and socialism over market liberalism and democracy. By drawing extensively upon the declassified British archives along with Chinese sources, this book explores how Britain and China negotiated for Hong Kong’s future, and how Anglo-Chinese relations flourished after 1984 but suffered a setback as a result of the 1989 Tiananmen Square crackdown. This original study argues that Thatcher was a pragmatic neoliberal, and the British diplomacy of ‘educating’ China yielded mixed results.
Transport and transformation processes are key for determining how humans and other organisms are exposed to chemicals. These processes are largely controlled by the chemicals’ physical-chemical properties. This new edition of the Handbook of Physical-Chemical Properties and Environmental Fate for Organic Chemicals is a comprehensive series in four volumes that serves as a reference source for environmentally relevant physical-chemical property data of numerous groups of chemical substances. The handbook contains physical-chemical property data from peer-reviewed journals and other valuable sources on over 1200 chemicals of environmental concern. The handbook contains new data on the temperature dependence of selected physical-chemical properties, which allows scientists and engineers to perform better chemical assessments for climatic conditions outside the 20–25-degree range for which property values are generally reported. This second edition of the Handbook of Physical-Chemical Properties and Environmental Fate for Organic Chemicals is an essential reference for university libraries, regulatory agencies, consultants, and industry professionals, particularly those concerned with chemical synthesis, emissions, fate, persistence, long-range transport, bioaccumulation, exposure, and biological effects of chemicals in the environment. This resource is also available on CD-ROM
This book shows that Hong Kong’s protests from June to December 2019 originated from not only an attempt to extradite a Hong Kong man involved in a Taiwan murder case, but also China’s effort at extraditing corrupt mainlanders who laundered dirty money in the territory. The mixture of peaceful and violent protests was due to the snowballing effect of protestors-police confrontations, the imbalanced way in which police exercised their power, and protestors’ strategies. The protests triggered the national security concerns of Beijing, which mobilized the People’s Armed Police to Shenzhen as a warning rather than sending them openly to Hong Kong to avoid undermining the image of “one country, two systems.” The entire debate raised the concerns of Washington, Taiwan, and foreign governments, heightening Beijing’s sensitivity. After the bill was withdrawn, the anti-extradition movement has become anti-police and anti-mainland, constantly challenging the legitimacy of the Hong Kong government and Beijing. This is a valuable read for China watchers, political scientists and all those interested in the future of East Asia.
Industries worldwide have been impacted by environmental regulations, economics, and ultimately consumers, which has led to more thought about the development of sustainable products. The textile industry is no exception. The preparation, dyeing, and finishing of textile fibres requires large amounts of water and other chemicals which may be toxic or hazardous. Green chemistry along with other green technologies may now play a leading role in this process. This book emphasises the importance of plasma treatment as a green and sustainable technology. A Novel Green Treatment for Textiles: Plasma Treatment as a Sustainable Technology discusses the plasma treatment of textile fibres and its environmental, economic, and social benefits. The book reviews the general properties of textiles and provides a description of the current treatment methods typically used today. The author then introduces the concept of plasma and its application in treating textile materials. The application of plasma as a pretreatment as well as a treatment in dyeing textiles is discussed. The book summarizes the application of plasma treatment in the printing and finishing of textiles. Also explored is the concept of sustainability and its role in the development of plasma treatments in textile wet processing. The 12 Principles of Green Chemistry are incorporated throughout the book.
In Hong Kong Public and Squatter Housing: Geopolitics and Informality, 1963–1985, Alan Smart and Fung Chi Keung Charles trace two decades of development of squatting in Hong Kong. The authors reconstruct the government policy on squatting through both ethnographic and archival research. The book sheds new light on the consequences of various attempts to control encroachment on scarce urban space. It argues that intersecting policy agendas resulted in decisions that were often not desired, but which emerged as practical solutions from prior failures. The authors address the challenges of explaining confidential policy decisions and offer new approaches applicable in other contexts. Overall, Smart and Fung make an important contribution to the understanding of how public housing and squatting interacted in influential ways that have been poorly understood and offer new perspectives on the challenges of urban governance and housing problems. “The definitive history of how resettlement policies evolved as the squatter population swelled and as London and Beijing moved closer to signing the 1984 Sino-British Declaration. A masterful combination of theorizing and documentary sleuthing, a landmark in contemporary debates over the optimal responses to the formalization of informal property.” —Deborah Davis, Yale University “Smart and Fung offer a fresh and thought-provoking analysis of the changing state-society relations in the postwar decades by unravelling the complexities of Hong Kong’s urban landscape through their critical analysis of the question of informality and the issue of squatting.” —Lui Tai-Lok, Education University of Hong Kong “Employing ethnography and combing through archives, Smart and Fung uncover how the British formalized squatter housing. Highlighting questions of sociopolitical and historical change by analyzing bureaucratic and geopolitical forces—a fascinating project delving into the nature of colonial rule, immigrant resilience, and political economic structures. A major contribution to evidence-based settler colonial studies.” —Setha Low, City University of New York
International librarianship: cooperation and collaboration (Scarecrow, 2001), by Frances Carroll and John Harvey, $115 cloth, 384 pages. LTD sales: 391 ($20,902 net)International and comparative studies in information and library science: a focus on the United States and Asian countries (Scarecrow, 2008), by Yan Quan Liu and Xiaojun Cheng, $80 paper, 396 pages. LTD sales: 156 ($7,414 net)International librarianship: a basic guide to global knowledge access (Scarecrow, 2007), by Robert Stueart, $55 paper, 260 pages. LTD sales: 400 ($13,293 net)George W. Bush and China: Policies, problems, and partnership. Wang, Chi. (Lexington, 2009). $45, cloth, 156 pages. LTD sales: 232 ($7,313 net)
Regarded as the “go-to” book for those seeking certification and recertification in nephrology with the American Board of Internal Medicine, Nephrology and Hypertension Board Review prepares you for success on the nephrology board exam. The fully updated second edition proportionally covers all topics listed in the blueprint for the exam, using a concise outline format, numerous illustrations, and many new features that promote high-yield studying and effective retention of complex material. Board-type questions in every chapter provide ample opportunity to practice and help you identify areas for further study.
The introduction of elections to district advisory bodies during the early 1980s was expected to improve the public delivery of services. However, as time passed, electoral politics led to party politics, elite fragmentation and political struggles. Politicization and hyper-politicization in the Hong Kong Special Administrative Region has brought about a fluctuating pattern between administrative recentralization, the Tsang administration’s attempts at decentralization, and the post-2019 administrative recentralization. The purpose of this book is to study the intertwining relationship between district administration and electoral politics. It also examines the political transformation of District Councils after the promulgation of the National Security Law in late June 2020. Written by experts in the field, this book is a good reference source for readers interested in district elections, politics, and administration in Hong Kong.
This book explores the dynamics of China’s new united front work in Hong Kong. Mainland Chinese penetrative politics can be seen in the activities of local pro-Beijing political parties, clans and neighborhood associations, labor unions, women and media organizations, district federations, and some religious groups. However, united front work in the educational and youth sectors of civil society has encountered strong resistance because many Hong Kong people are post-materialistic and uphold their core values of human rights, the rule of law and transparency. China’s new united front work in Hong Kong has been influenced by its domestic turn toward “hard” authoritarianism, making Beijing see Hong Kong’s democratic activists and radicals as political enemies. Hong Kong’s “one country, two systems” is drifting toward “one country, two mixed systems” with some degree of convergence. Yet, Taiwan and some foreign countries have seen China’s united front work as politically destabilizing and penetrative. This book will be of use to scholars, journalists, and observers in other countries seeking to reckon with Chinese influence.
GIVE is a versatile morpheme in many languages. While there have been extensive studies on the interplay between the syntax and semantics of GIVE in many languages, not much has been done in a similar manner on Cantonese, a member of the Yue dialect group of the Chinese language family. This monograph reports on the study of GIVE and its associated functions and syntactic constructions in Cantonese from diachronic, synchronic, and typological perspectives. Drawing on cross-linguistic data, and 19th century Cantonese dialect materials, this study first traces the chronological development of the various functions played by GIVE in Cantonese. It then examines the double-object construction. Besides the typological features of this construction in Cantonese, this study investigates the use of the northern pattern in Cantonese as a result of the increasing influence of Putonghua and Modern Standard Chinese by means of a sociolinguistic survey with 40 native speakers of Cantonese.
After ruling Hong Kong for 155 years, what did the British leave behind when they withdrew at midnight on 30 June 1997? C. K. Lau answers this question for the lay reader. Whether you are a long-time resident or merely a newcomer to the territory, Hong Kong's Colonial Legacy promises to deepen your understanding of this Pearl of the Orient. Questions this book tackles include: (1) What is the attitude of Hong Kong Chinese towards British rule and the resumption of Chinese sovereignty? (2) Why have most of them failed to master English despite a century and a half of colonial rule? (3) What is the future of the common law after 1997? (4) What do Hong Kong's leaders mean by executive-led government? (5) What is Hong Kong's recipe for economic success? (6) What is the future of press freedom in the Hong Kong Special Administrative Region?
Be prepared to diagnose and manage any condition you encounter in your practice! This bestselling reference gives you direct access to a complete range of full-color clinical images and patient radiographs that illustrate the differentiating characteristics of lesions in the oral and maxillofacial region. Significantly revised and updated content throughout this edition brings you the latest information on the etiology, clinical features, histopathology, treatment, and prognosis of each disease entity, as well as cutting-edge topics such as bisphosphonate osteonecrosis, the oral complications associated with methamphetamine abuse, solitary fibrous tumors, gene mutation, and plasminogen deficiency. Over 1,300 clinical photos and radiographs, most in full color, facilitate identification and classification of lesions. Current concepts of pathogenesis and disease management help you understand the diseases that affect the oral and maxillofacial structures, formulate an accurate diagnosis, and institute proper treatment. Each chapter is logically organized by body system or disease group, enabling you to easily identify a specific condition. A comprehensive appendix of differential diagnosis among oral and maxillofacial disease processes helps you rule out invalid diagnoses. The bibliography divided by topic presented at the end of each chapter enables you to pursue supplemental literature. Highly accomplished authors and contributors with a broad range of clinical and classroom teaching experience provide well-balanced coverage of the entire subject. Chapter outlines at the beginning of each chapter allow immediate access to specific topics. NEW cutting-edge content includes pathologies and conditions such as localized juvenile spongiotic gingival hyperplasia, oral lesions associated with cosmetic fillers, oropharyngeal carcinomas related to human papillomavirus (HPV), IgG4-related disease and mammary analogue secretory carcinomas, Globodontia, Lobodontia, Leishmaniasis, and Xanthelasma. Over 130 NEW full-color photos and over 40 NEW radiographs bring common and uncommon disease states more clearly to life.
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