Explore how a data storage system works – from data ingestion to representation Key FeaturesUnderstand how artificial intelligence, machine learning, and deep learning are different from one anotherDiscover the data storage requirements of different AI apps using case studiesExplore popular data solutions such as Hadoop Distributed File System (HDFS) and Amazon Simple Storage Service (S3)Book Description Social networking sites see an average of 350 million uploads daily - a quantity impossible for humans to scan and analyze. Only AI can do this job at the required speed, and to leverage an AI application at its full potential, you need an efficient and scalable data storage pipeline. The Artificial Intelligence Infrastructure Workshop will teach you how to build and manage one. The Artificial Intelligence Infrastructure Workshop begins taking you through some real-world applications of AI. You'll explore the layers of a data lake and get to grips with security, scalability, and maintainability. With the help of hands-on exercises, you'll learn how to define the requirements for AI applications in your organization. This AI book will show you how to select a database for your system and run common queries on databases such as MySQL, MongoDB, and Cassandra. You'll also design your own AI trading system to get a feel of the pipeline-based architecture. As you learn to implement a deep Q-learning algorithm to play the CartPole game, you'll gain hands-on experience with PyTorch. Finally, you'll explore ways to run machine learning models in production as part of an AI application. By the end of the book, you'll have learned how to build and deploy your own AI software at scale, using various tools, API frameworks, and serialization methods. What you will learnGet to grips with the fundamentals of artificial intelligenceUnderstand the importance of data storage and architecture in AI applicationsBuild data storage and workflow management systems with open source toolsContainerize your AI applications with tools such as DockerDiscover commonly used data storage solutions and best practices for AI on Amazon Web Services (AWS)Use the AWS CLI and AWS SDK to perform common data tasksWho this book is for If you are looking to develop the data storage skills needed for machine learning and AI and want to learn AI best practices in data engineering, this workshop is for you. Experienced programmers can use this book to advance their career in AI. Familiarity with programming, along with knowledge of exploratory data analysis and reading and writing files using Python will help you to understand the key concepts covered.
Deep Network Design for Medical Image Computing: Principles and Applications covers a range of MIC tasks and discusses design principles of these tasks for deep learning approaches in medicine. These include skin disease classification, vertebrae identification and localization, cardiac ultrasound image segmentation, 2D/3D medical image registration for intervention, metal artifact reduction, sparse-view artifact reduction, etc. For each topic, the book provides a deep learning-based solution that takes into account the medical or biological aspect of the problem and how the solution addresses a variety of important questions surrounding architecture, the design of deep learning techniques, when to introduce adversarial learning, and more. This book will help graduate students and researchers develop a better understanding of the deep learning design principles for MIC and to apply them to their medical problems. Explains design principles of deep learning techniques for MIC Contains cutting-edge deep learning research on MIC Covers a broad range of MIC tasks, including the classification, detection, segmentation, registration, reconstruction and synthesis of medical images
International trade has shaped the modern world, yet until now no single book has been available for both economists and general readers that traces the history of the international economy from its earliest beginnings to the present day. Power and Plenty fills this gap, providing the first full account of world trade and development over the course of the last millennium. Ronald Findlay and Kevin O'Rourke examine the successive waves of globalization and "deglobalization" that have occurred during the past thousand years, looking closely at the technological and political causes behind these long-term trends. They show how the expansion and contraction of the world economy has been directly tied to the two-way interplay of trade and geopolitics, and how war and peace have been critical determinants of international trade over the very long run. The story they tell is sweeping in scope, one that links the emergence of the Western economies with economic and political developments throughout Eurasia centuries ago. Drawing extensively upon empirical evidence and informing their systematic analysis with insights from contemporary economic theory, Findlay and O'Rourke demonstrate the close interrelationships of trade and warfare, the mutual interdependence of the world's different regions, and the crucial role these factors have played in explaining modern economic growth. Power and Plenty is a must-read for anyone seeking to understand the origins of today's international economy, the forces that continue to shape it, and the economic and political challenges confronting policymakers in the twenty-first century.
A very detailed description of the vital points in chinese medicine and how they relate to shaolin gung-fu. Often listed as secret knowledge, this information is usually only shared with the most senior students of a shaolin master.
Kidney disease and cancer are frequent comorbidities that require specialized knowledge and expertise from both the nephrologist and the oncologist. Written by three pioneers in this growing subspecialty, Onco-Nephrology provides authoritative, definitive coverage of the mechanism and management of these two life-threatening diseases. This unique, single-volume resource covers current protocols and recommends management therapies to arrest kidney failure and allow oncologic treatments to continue and succeed. Addresses acute and chronic kidney diseases that develop from a variety of cancers. This includes direct kidney injury from the malignancy, paraneoplastic effects of the cancer, and various cancer agents used to treat the malignancy. Discusses key issues regarding kidney disease in patients with cancer, including conventional chemotherapeutic regimens and new novel therapies (targeted agents and immunotherapies) or the malignancies themselves that may promote kidney injury; patients with chronic kidney disease who acquire cancer unrelated to renal failure; and kidney transplantation, which has been shown to carry an increased risk of cancer. Contains dedicated chapters for each class of the conventional chemotherapeutic agents, targeted cancer agents, and cancer immunotherapies including the basic science, pathogenic mechanisms of injury, clinical manifestations, and treatment. Includes special chapters devoted to the individual classes of chemotherapies that relate to kidney disease for quick reference. Discusses increasingly complex problems due to more numerous and specialized anti-cancer drugs, as well as increased survival rates for both cancer and renal failure requiring long-term patient care. Covers anti-VEGF (antivascular endothelial growth factor) agents and cancer immunotherapies – treatments that are being recognized for adverse kidney effects. Utilizes a clear, logical format based on the ASN Core Curriculum for Onco-Nephrology, making this reference an excellent tool for board review, as well as a practical resource in daily practice.
The fully updated Crisis Management in Anesthesiology continues to provide updated insights on the latest theories, principles, and practices in anesthesiology. From anesthesiologists and nurse anesthetists to emergency physicians and residents, this medical reference book will effectively prepare you to handle any critical incident during anesthesia. Identify and respond to a broad range of life-threatening situations with the updated Catalog of Critical Incidents, which outlines what may happen during surgery and details the steps necessary to respond to and resolve the crisis. React quickly to a range of potential threats with an added emphasis on simulation of managing critical incidents. Useful review for all anesthesia professionals of the core knowledge of diagnosis and management of many critical events. Explore new topics in the ever-expanding anesthesia practice environment with a detailed chapter on debriefing. Expert Consult eBook version included with purchase.
Examines medical traditions of China, Burma, Thailand, Indochina, the Malay Peninsula, the Indonesian Archipelago, the Philippines, Korea, and Japan, and including the effectiveness of these healing practices and their many influences in the West.
The classic Marketing Management is an undisputed global best-seller – an encyclopedia of marketing considered by many as the authoritative book on the subject.
Multi-criteria Decision Analysis for Supporting the Selection of Engineering Materials in Product Design, Second Edition, provides readers with tactics they can use to optimally select materials to satisfy complex design problems when they are faced with the vast range of materials available. Current approaches to materials selection range from the use of intuition and experience, to more formalized computer-based methods, such as electronic databases with search engines to facilitate the materials selection process. Recently, multi-criteria decision-making (MCDM) methods have been applied to materials selection, demonstrating significant capability for tackling complex design problems. This book describes the rapidly growing field of MCDM and its application to materials selection. It aids readers in producing successful designs by improving the decision-making process. This new edition updates and expands previous key topics, including new chapters on materials selection in the context of design problem-solving and multiple objective decision-making, also presenting a significant amount of additional case studies that will aid in the learning process. Describes the advantages of Quality Function Deployment (QFD) in the materials selection process through different case studies Presents a methodology for multi-objective material design optimization that employs Design of Experiments coupled with Finite Element Analysis Supplements existing quantitative methods of materials selection by allowing simultaneous consideration of design attributes, component configurations, and types of material Provides a case study for simultaneous materials selection and geometrical optimization processes
Neurotrauma: A Comprehensive Textbook on Traumatic Brain Injury and Spinal Cord Injury aims to bring together the latest clinical practice and research in the filed of two forms of trauma to the central nervous system: namely traumatic brain injury (TBI) and spinal cord injury (SCI). Nationally, more 1.9 million Americans sustain a traumatic brain injury annually. In parallel, there are an estimate of 12,000 new cases of SCI in the United States annually. In addition, approximately 1.2 million people live with paralysis due to SCI. In recent years, dramatic advancements in the field have resulted in much improved outcomes for patients and higher standards of care. This volume details the latest research and clinical practice in the treatment of neurotrauma, in a comprehensive but easy-to-follow format. Neurotrauma is a valuable resource for any clinician involved in caring for TBI and SCI patients, clinical research professionals, researchers, medical and graduate students, and nurse specialists.
Winner of the 2020 Canadian Counselling and Psychotherapy Association (CCPA) Counselling Book Award Enlightening and practical, Addictions Counseling Today invites students into the heart of addictive thinking, offering first-person accounts of what it is like to experience different addictions. The text covers the range of addictions from alcohol, drug abuse, and nicotine to various process addictions, including sex, internet, gaming, social media, and gambling. Also included are the various theories and models of addiction, with a unique chapter on the neuroscience of addiction. Focusing on the new DSM-V classifications for addiction with an emphasis on CACREP and treatment, this provocative, contemporary text is an essential reference for both students and practitioners wanting to gain a deeper understanding of those with addiction. Online Resources Free PowerPoint® slides with video for instructors are available with this text.
Providing an expert overview of the current structure of health care and how it affects today’s orthopaedic surgeons, Value-Based Health Care in Orthopaedics addresses the healthcare system’s transition from a fee-for-service model to value-based health care. This transition aligns the incentives of all stakeholders, including payers, purchasers, clinicians, and most importantly, patients, by prioritizing health over care, and facilitating competition based on health outcomes and cost. Developed in partnership with the American Academy of Orthopaedic Surgeons (AAOS) and edited by Eric C. Makhni, MD, MBA, FAAOS, Benedict Nwachukwu, MD, MBA, and Kevin J. Bozic, MD, MBA, FAAOS, this unique, authoritative text covers essential information not often covered in medical school or orthopaedic residency training—offering a comprehensive discussion of the principles of value-based health care as applied to orthopaedics.
When people pay bribes to foreign public officials, how should the law respond? This question has been debated ever since the enactment of the U.S. Foreign Corrupt Practices Act of 1977, and some of the key arguments can be traced back to Cicero in the last years of the Roman Republic and Edmund Burke in late eighteenth-century England. In recent years, the U.S. and other members of the OECD have joined forces to make anti-bribery law one of the most prominent sources of liability for firms and individuals who operate across borders. The modern regime is premised on the idea that transnational bribery is a serious problem which invariably merits a vigorous legal response. The shape of that response can be summed up in the phrase "every little bit helps," which in practice means that: prohibitions on bribery should capture a broad range of conduct; enforcement should target as broad a range of actors as possible; sanctions should be as stiff as possible; and as many agencies as possible should be involved in the enforcement process. An important challenge to the OECD paradigm, labelled here the "anti-imperialist critique," accepts that transnational bribery is a serious problem but questions the conventional responses. This book uses a series of high-profile cases to illustrate key elements of transnational bribery law in action, and analyzes the law through the lenses of both the OECD paradigm and the anti-imperialist critique. It ultimately defends a distinctively inclusive and experimentalist approach to transnational bribery law.
The Great Han is an ethnographic study of the Han Clothing Movement, a neotraditionalist and racial nationalist movement that has emerged in China since 2001. Participants come together both online and in person in cities across China to revitalize their utopian vision of the authentic “Great Han” and corresponding “real China” through pseudotraditional ethnic dress, reinvented Confucian ritual, and anti-foreign sentiment. Analyzing the movement’s ideas and practices, this book argues that the vision of a pure, perfectly ordered, ethnically homogeneous, and secure society is in fact a fantasy constructed in response to the challenging realities of the present. Yet this national imaginary is reproduced precisely through its own perpetual elusiveness. The Great Han is a pioneering analysis of Han identity, nationalism, and social movements in a rapidly changing China.
Kevin Lane discusses the tension existed between China's traditional claim to sovereignty over Hong Kong. He believes that on historical track record China has the capacity for flexibility on Hong Kong that would enable arrangements about its future to work successfully.
Study and residence abroad are important for adult second language learning, promoting oral skills, fluency and sociopragmatic competence in particular, alongside broader intercultural competence. However learner achievements during residence abroad are variable and cannot be fully understood without attention to the social settings in which learners engage, and the social networks they develop. This edited collection explores the relationship between sociocultural experience, identity and language learning among student sojourners abroad. Three broad themes are identified: the contribution of different settings (host families, student exchanges, work placements etc) to language learning opportunity; the role of social networks in sojourners' language practices and learning success; and their evolving social identities. The book is relevant for a readership interested in informal second language learning, as well as for managers of residence abroad programmes.
The metal-catalyzed amination of aryl and alkenyl electrophiles has developed into a widely used methodology for the synthesis of natural products, active pharmaceutical ingredients, agricultural chemicals, and materials for molecular electronics. Copper catalysts promote the coupling of a wide range of nitrogen nucleophiles, including amines, amides, and heteroaromatic nitrogen compounds with aryl and alkenyl halides. The reactivity profile of copper catalysts is complementary to that of palladium catalysts in many cases. Copper catalysts are highly effective with less nucleophilic nitrogen nucleophiles, such as amides and azoles, whereas palladium catalysts are more effective with more nucleophilic amine nucleophiles. Copper is an attractive alternative to palladium due to its significantly lower cost. In addition, high activity palladium catalysts require expensive and often air-sensitive ligands, whereas the modern copper systems use relatively stable and inexpensive diamine or amino acid ligands. Copper-catalyzed C N coupling reactions are tolerant of a wide range of functional groups and have been applied to the synthesis of a variety of complex natural products. Significant work has also been done to understand the mechanism of these reactions. Current mechanistic understanding of these methodologies is covered in this monograph. The contents of the book are taken from the comprehensive review of the topic in the Organic Reactions series. Optimal experimental conditions for the amination of aryl and alkenyl halides with all classes of nitrogen nucleophiles are presented. Specific experimental procedures from the literature are provided for the major classes of copper-catalyzed C N coupling reactions. A tabular survey of all examples of Cu-catalyzed arylation and alkenylation of nitrogen nucleophiles is presented in 35 tables organized by nitrogen nucleophile and electrophilic coupling partner. The literature is covered through December 2015 and provides 300 recent citations to supplement the 680 citations of the original hardbound chapter. These latest literature references have been collected in separate sections according to the sequence of the tables in the tabular survey section. In each of the sections, the individual citations have been arranged in alphabetic order of the author names. Copper-Catalyzed Amination of Aryl and Alkenyl Electrophiles is intended to provide organic chemists with an accessible, but detailed, introduction to this important class of transformations.
Humans possess an extraordinary capacity for culture, from the arts and language to science and technology. But how did the human mind—and the uniquely human ability to devise and transmit culture—evolve from its roots in animal behavior? Darwin’s Unfinished Symphony presents a captivating new theory of human cognitive evolution. This compelling and accessible book reveals how culture is not just the magnificent end product of an evolutionary process that produced a species unlike all others—it is also the key driving force behind that process. Kevin N. Lala tells the story of the painstaking fieldwork, the key experiments, the false leads, and the stunning scientific breakthroughs that led to this new understanding of how culture transformed human evolution. It is the story of how Darwin’s intellectual descendants picked up where he left off and took up the challenge of providing a scientific account of the evolution of the human mind.
This volume honours the academic achievements and scholarship of Professor Florence Myles as a world-leading scholar in the fields of Second Language Acquisition (SLA) and French Linguistics, in particular for her work in corpus-based SLA and language policy in primary school education. In addition to reviews of the field (e.g., primary languages policy in the UK), the volume presents new research studies reflective of key theoretical and methodological issues in current SLA research, including theory-building, corpus-based investigations, studies of language development, as well as informing teacher professional development through research. Taken together, this edited book provides a wide-ranging and balanced account of Myles’s work and speaks to her influence on SLA research and primary languages policy. We invite readers to learn more about the fascinating research presented here as inspired by Florence’s dedication to field.
Aimed primarily at experimental chemists, physicists, electronic engineers and material scientists interested in particulate and granular magnetic materials, this textbook is the culmination of over 40 years' research into the subject. The text is divided into two parts. Part One covers the basic physics of magnetism from a relatively low level, including an explanation of some of the unusual terminology in magnetism such as the idea of poles and flux, whose origins are little understood. The complexity of the unit systems in magnetism are also presented. Thereafter a brief review of the principles of domain theory is presented and thermal activation effects and their correct measurement are discussed in some detail. The topic of exchange bias, where an antiferromagnetic material is grown in intimate contact with a ferromagnet, is presented in significant detail reviewing old theories and numerical models but then focusing on what has become known as the York Model of Exchange Bias which is now universally accepted as the model which describes the behaviour of exchange bias systems when grown in the form of granular thin films. In Part Two a detailed description of ferrofluids is presented including a simple method for their preparation and the various engineering applications in vacuum seals, loudspeakers, sink float separation and the alignment of non-magnetic entities.A description is provided of the phenomenon of magnetic hyperthermia which is a developing technology with significant potential applications in medicinal therapies. Other applications of magnetic nanoparticles in biomedicine are also presented. An extensive discussion of magnetic information storage in conventional recording systems is described, including the brief history of the development of this technology whose scale is now enormous as most of the cloud computing systems in current use are based on hard drive technology.
Microneedles explores the design, fabrication and use of microneedles for drug and vaccine delivery. This book discusses the contemporary status of the field, describing several areas in detail, including the distinct types of microneedles (dissolving, solid, coted, hollow and hydrogel-forming). The anatomy of the eye is also described to facilitate an understanding of microneedle-assisted ocular drug delivery. Finally, the book provides a detailed discussion of microneedle use in the field of diagnostics, with a chapter dedicated to the mathematical modeling of microneedle-mediated drug delivery. As microneedles can be used by research scientists in academia and in industry, this book will be ideal for regulatory scientists and graduate students who find the topic relevant to their area of study. Provides information for the design and fabrication of microneedles Discusses choice of materials, fabrication protocol, sterilization protocol and characterization Supplies the most up-to-date research on all aspects of microneedles
A Turn for the Verse is Kevin Ahern's latest book on word play. With hundreds of verses and a few serious poems, Dr. Ahern continues to entertain his readers with clever phrases and keen observations.
Thank you for visiting our website. Would you like to provide feedback on how we could improve your experience?
This site does not use any third party cookies with one exception — it uses cookies from Google to deliver its services and to analyze traffic.Learn More.