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An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concep...
The collected essays in this book provide a comparative examination of the process of grassroots mobilization and the development of community-based forms of popular democracy in Central and South America. The first part contains studies from individual countries on organizations ranging from those supported by governments and integrated into the country's political structure to groups that were organized against the existing political system. The organizations studied included those focusing on a particular concern, such as housing, and those with wide responsibility for community affairs; but all were organizations based on common interests where people lived and, in some cases, where people worked. The second part offers theme studies on men, women and differential participation; problems and meanings associated with decentralization, especially in relation to devolution of power to the local level and the construction of popular alternatives; and the competing theoretical paradigms of new social movements and resource mobilization.
Annotation Rodgers (U. of Oxford) provides graduate students and other researchers a background to the inverse problem and its solution, with applications relating to atmospheric measurements. He introduces the stages in the reverse order than the usual approach in order to develop the learner's intuition about the nature of the inverse problem. Annotation copyrighted by Book News, Inc., Portland, OR.
Literature survey of the participation of rural women in water supply and sanitation (community development) in developing countries - covers women's traditional involvement in maintenance and management of water supplies, their current role in planning and implementation of development projects for improving water supply and sanitation, socio- economic and health benefits from the projects, etc.; includes an annotated bibliography. Photographs, references, statistical tables.
Most information on yeasts derives from experiments with the conventional yeasts Saccaromyces cerevisiae and Schizossaccharomyces pombe, the complete nuclear and mitochondrial genome of which has also been sequenced. For all other non-conventional yeasts, investigations are in progress and the rapid development of molecular techniques has allowed an insight also into a variety of non-conventional yeasts. In this bench manual, over 70 practical protocols using 15 different non-conventional yeast species and in addition several protocols of general use are described in detail. All of these experiments on the genetics, biochemistry and biotechnology of yeasts have been contributed by renowned laboratories and have been reproduced many times. The reliable protocols are thus ideally suited also for undergraduate and graduate practical courses.
This engaging and clearly written textbook/reference provides a must-have introduction to the rapidly emerging interdisciplinary field of data science. It focuses on the principles fundamental to becoming a good data scientist and the key skills needed to build systems for collecting, analyzing, and interpreting data. The Data Science Design Manual is a source of practical insights that highlights what really matters in analyzing data, and provides an intuitive understanding of how these core concepts can be used. The book does not emphasize any particular programming language or suite of data-analysis tools, focusing instead on high-level discussion of important design principles. This easy...
A full description of the clinical aspect and pathology of the disease, with a discussion of current treatment. This updated edition includes five new chapters: endocrinal brucellosis, difficulties in diagnosis and management, HIV and brucellosis, bioterrorism and brucellae, and spondylitis with neurobrucellosis. The book presents a complete, up-to-date picture of the disorder and will appeal to clinicians, students, researchers and also to veterinarians.
Rodent Malaria reviews significant findings concerning malaria parasites of rodents, including their taxonomy, zoogeography, and evolution, along with life cycles and morphology; genetics and biochemistry; and concomitant infections. This volume is organized into eight chapters and begins by sketching out the history of the discovery of rodent as well as aspects of parasitology, immunology, and chemotherapy. These concepts are investigated two decades following Ignace Vincke's major discovery and Meir Yoeli's successful establishment of the method of cyclical transmission of the parasite. The following chapters focus on the taxonomy and systematics of the subgenus Vinckeia, with reference to...