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Gestao de Estoques na Cadeia de Suprimento: Decisoes e Modelos Quantitativos - Colecao Coppead de Administracao Gestao de Estoques na Cadeia de Suprimento: Decisoes e Modelos Quantitativos - Colecao Coppead de Administracao ISBN 10: 8522462151ISBN 13: 9788522462155
9788522462155
5.0 stars, based on 5 review 863
Gestao de Estoques na Cadeia de Suprimento: Decisoes e Modelos Quantitativos - Colecao Coppead de Administracao
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Gestão de Qualidade, Produção e Operações -Em Portuguese do Brasil Gestão de Qualidade, Produção e Operações -Em Portuguese do Brasil ISBN 10: 8522471053ISBN 13: 9788522471058
9788522471058
5.0 stars, based on 5 review 861
Gestão de Qualidade, Produção e Operações -Em Portuguese do Brasil
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Gestão de Redes de Suprimento. Integrando Cadeias de Suprimento no Mundo Globalizado Gestão de Redes de Suprimento. Integrando Cadeias de Suprimento no Mundo Globalizado Para parte das empresas, a rede de suprimentos é o aspecto individual com maior potencial de tornar-se um poderoso fator na obtenção de vantagens competitivas nos mercados globais, assim como no aumento de lucratividade e crescimento. Este livro trata deste tema, trazendo os conceitos e técnicas da área de 'Gestão de Redes de Suprimento'. Apresenta casos, exemplos e exercícios de aplicação das técnicas não apenas em empresas brasileiras, mas também em empresas e situações internacionais. Temas, como a gestão de riscos, a sustentabilidade, a gestão de logística reversa, o global sourcing, a avaliação de desempenho, a gestão de relacionamentos com fornecedores e clientes, a coordenação de estoques, a análise de processos, a gestão de demanda e as aplicações de tecnologia de informação às redes de suprimentos são tratados neste livro, com o objetivo de preparar o leitor para os desafios de gerenciar redes de suprimento no mundo globalizado.ISBN 10: 8522458502ISBN 13: 9788522458509
9788522458509
5.0 stars, based on 5 review 635
Gestão de Redes de Suprimento. Integrando Cadeias de Suprimento no Mundo Globalizado
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Gestao de Sistemas de Agronegocios Gestao de Sistemas de Agronegocios Esta coletânea cobre temas relevantes para os estudos dos Sistemas Agroindustriais contemporâneos. Os artigos tratados estão assim discriminados: 1. Coordenação e governança de sistemas agroindustriais 2. Os sistemas agroindustriais: análise aplicada da organização industrial 3. Metodologia para análise dos sistemas agroindustriais 4. Contratos e coordenação 5. Contratos: conflitos e soluções 6. Relacionamentos interorganizacionais 7. A escolha de formas plurais nas relações entre firmas 8. Sustentabilidade 9. Agribusiness cooperativo 10. Governança em organizações do agronegócio 11. Entendendo a tomada de decisão e o comportamento de compra do produtor rural 12. Qualidade e o consumo em sistemas agroindustriais 13. Crédito rural no Brasil 14. Corporação agrícola: uma análise do modelo de negócios no Brasil 15. O futuro do agro Livro destinado a estudantes e profissionais interessados nos temas de gestão dos agronegócios. Leitura complementar para os cursos de Gestão dos Agronegócios, Engenharia Agronômica, Medicina Veterinária, Engenharia Agrícola, Engenharia de Alimentos, Zootecnia, Administração Rural, Engenharia Florestal, Engenharia da Produção, Economia, Comércio Exterior, Turismo Rural, Nutrição e Saúde, entre outros que tratam do tema das relações entre a agricultura e a sociedade, bem como para os cursos de pós-graduação, MBAs e cursos de especialização em agronegócios. O conteúdo do livro dá suporte para a elaboração de estratégias por parte de empresários e gestores públicos envolvidos com os negócios agroalimentares, atuando nos setores de insumos, servi&ISBN 10: 8522499144ISBN 13: 9788522499144
9788522499144
5.0 stars, based on 5 review 680
Gestao de Sistemas de Agronegocios
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Gesture Drawing for Animation Gesture Drawing for Animation Gesture Drawing for Animation by Walt Stanchfield is a compilation of class notes from animation instructor Walt Stanchfield, originally distributed as handouts to his students between 1970 and 1990. This book, edited by Leo Brodie, aims to organize Stanchfield's teachings into a coherent volume, imagining the book Stanchfield might have published himself.The core of Stanchfield's philosophy, as presented in this book, revolves around the concept of "gesture drawing" – drawing the "truth" and "essence" of a pose or action rather than merely copying anatomical details. He emphasizes that animation drawing is about expressing emotion and story through movement, not just creating technically perfect reproductions.Key concepts and techniques covered in the book include:Observation: Encouraging artists to be like a "sponge" and absorb everything around them, looking for the unusual and common in people, characters, and situations.The Animator's Sketchbook: Stressing the importance of carrying a sketchbook everywhere and drawing constantly to sharpen observation skills and creative flow.Visual Vocabulary for Drawing: Exploring different types of lines and simplifying figures into basic shapes like cylinders ("pipe model") to understand three-dimensional space and foreshortening.The First Impression: Highlighting the significance of capturing the initial, "explosive" feeling of a pose in short-pose sketching, rather than getting bogged down in details.Elements of the Pose: Delving into crucial elements such as weight distribution, thrust, angles, tension, and the interplay of straight lines against curves, all of which contribute to a dynamic and expressive drawing.Pushing the Gesture (Caricature): Encouraging artists to exaggerate gestures beyond realistic representation to enhance action and mood, making drawings more expressive and entertaining.Principles of Animation: Discussing various animation principles like squash and stretch, opposing force, and connecting actions, and how they apply to still drawings to convey vitality and movement.A Sense of Story: Emphasizing that every drawing should tell a story, conveying motivation, mood, and personality through gesture.Stanchfield's teachings advocate for a shift from merely copying to actively interpreting and exaggerating to infuse drawings with life, emotion, and purpose. The book serves as a guide for aspiring animators to develop a deeper understanding of visual communication and storytelling through drawing.ISBN 10: ISBN 13: 9798290108667
9798290108667
5.0 stars, based on 5 review 672
Gesture Drawing for Animation
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Global Dreams: Imperial Corporations and the New World Order Global Dreams: Imperial Corporations and the New World Order From Richard J. Barnet, coauthor of the groundbreaking bestseller Global Reach, and John Cavanagh comes an authoritative portrait of global corporations as they have evolved over the last twenty years.Global Dreams focuses on five companies to reveal the far-reaching impact global corporations have on the world's economy, environment, and people. Today, 300 companies control about 25% of the world's productive assets and governments are losing control of their countries economies. This book illuminates these shadowy areas.ISBN 10: 0684800276ISBN 13: 9780684800271
9780684800271
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Global Dreams: Imperial Corporations and the New World Order
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Global Politics of Regionalism: Theory and Practice Global Politics of Regionalism: Theory and Practice This book explores the phenomenon of regionalism. In a seeming contradiction to globalization, there is a growing tendency for countries to enter into regional arrangements as a response to the pressures of operating in a global marketplace. But regionalism is also emerging as a phenomenon in its own right, serving distinct purposes and taking different forms in different areas. The contributors explore how these patterns impact on wider issues such as global governance, democracy and trade.The book reviews the major theoretical approaches to regional cooperation including perspectives from international relations, political economy, economics and sociology. It is divided into three main sections: theoretical approaches to regionalism; issues of regional cooperation (such as security, monetary issues, identity and integration); and an exploration of specific case studies including the Middle East, Africa, the Americas, China, Europe, Asia and the Pacific.With an international range of contributors, including Bjorn Hettne, Louise Fawcett and Andrew Hurrell, this in-depth and multi-disciplinary guide will be of interest to students across the social sciences and to the wider policy community.ISBN 10: 074532262XISBN 13: 9780745322629
9780745322629
5.0 stars, based on 5 review 762
Global Politics of Regionalism: Theory and Practice
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Global Supply Chain and Operations Management: A Decision-Oriented Introduction to the Creation of Value -Springer Texts in Business and Economics Global Supply Chain and Operations Management: A Decision-Oriented Introduction to the Creation of Value -Springer Texts in Business and Economics The third edition of this textbook comprehensively discusses global supply chain and operations management (SCOM), combining value creation networks and interacting processes. It focuses on operational roles within networks and presents the quantitative and organizational methods needed to plan and control the material, information, and financial flows in supply chains. Each chapter begins with an introductory case study, while numerous examples from various industries and services help to illustrate the key concepts. The book explains how to design operations and supply networks and how to incorporate suppliers and customers. It examines how to balance supply and demand, a core aspect of tactical planning, before turning to the allocation of resources to meet customer needs. In addition, the book presents state-of-the-art research reflecting the lessons learned from the COVID-19 pandemic, and emerging, fast-paced developments in the digitalization of supply chain and operations management.Providing readers with a working knowledge of global supply chain and operations management, with a focus on bridging the gap between theory and practice, this textbook can be used in core, specialized, and advanced classes alike. It is intended for a broad range of students and professionals in supply chain and operations management.ISBN 10: 3030723305ISBN 13: 9783030723309
9783030723309
5.0 stars, based on 5 review 2278
Global Supply Chain and Operations Management: A Decision-Oriented Introduction to the Creation of Value -Springer Texts in Business and Economics
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Globalization and the New Regionalism: Global Markets, Domestic Politics and Regional Cooperation Globalization and the New Regionalism: Global Markets, Domestic Politics and Regional Cooperation The European Single Market, NAFTA and Mercosur powerfully shape international relations and economic development; they also symbolize a shift in economic policy towards a world market-oriented and liberalizing strategy. Schirm argues that this new regionalism is essentially aresult of the impact of globalization on domestic politics. The increasing transnational mobility of private economic actors alters the costs and benefits of economic policy options for governments as well as the interests of domestic groups. Globalization stimulates economic reforms whose economic efficiency and political acceptability are increased through regional cooperation.Globalization and the New Regionalism is innovative in three aspects: it offers a new theoretical approach to integration theory; it develops a distinct interpretative model for the impact of globalization on states; and it compares systematically the influence of globalization and the preferences for cooperation cross-regionally in Europe and the Americas. Case studies include the industrialized countries France, Germany, Great Britain and the United States, as well as the newly industrializing countries Argentina, Brazil and Mexico.This book is a timely contribution to the debate on the consequences of globalization and the foundations of regionalism, and has far-reaching implications for theories of international relations and political economy.ISBN 10: 0745629695ISBN 13: 9780745629698
9780745629698
5.0 stars, based on 5 review 1061
Globalization and the New Regionalism: Global Markets, Domestic Politics and Regional Cooperation
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Good to Great: Why Some Companies Make the Leap and Others Dont Good to Great: Why Some Companies Make the Leap and Others Dont The Challenge:Built to Last, the defining management study of the nineties, showed how great companies triumph over time and how long-term sustained performance can be engineered into the DNA of an enterprise from the verybeginning.But what about the company that is not born with great DNA? How can good companies, mediocre companies, even bad companies achieve enduring greatness?The Study:For years, this question preyed on the mind of Jim Collins. Are there companies that defy gravity and convert long-term mediocrity or worse into long-term superiority? And if so, what are the universal distinguishing characteristics that cause a company to go from good to great?The Standards:Using tough benchmarks, Collins and his research team identified a set of elite companies that made the leap to great results and sustained those results for at least fifteen years. How great? After the leap, the good-to-great companies generated cumulative stock returns that beat the general stock market by an average of seven times in fifteen years, better than twice the results delivered by a composite index of the world's greatest companies, including Coca-Cola, Intel, General Electric, and Merck.The Comparisons:The research team contrasted the good-to-great companies with a carefully selected set of comparison companies that failed to make the leap from good to great. What was different? Why did one set of companies become truly great performers while the other set remained only good?Over five years, the team analyzed the histories of all twenty-eight companies in the study. After sifting through mountains of data and thousands of pages of interviews, Collins and his crew discovered the key determinants of greatness -- why some companies make the leap and others don't.The Findings:The findings of the Good to Great study will surprise many readers and shed light on virtually every area of management strategy and practice. The findings include: Level 5 Leaders: The research team was shocked to discover the type of leadership required to achieve greatness. The Hedgehog Concept: (Simplicity within the Three Circles): To go from good to great requires transcending the curse of competence. A Culture of Discipline: When you combine a culture of discipline with an ethic of entrepreneurship, you get the magical alchemy of great results. Technology Accelerators: Good-to-great companies think differently about the role of technology. The Flywheel and the Doom Loop: Those who launch radical change programs and wrenching restructurings will almost certainly fail to make the leap.“Some of the key concepts discerned in the study,” comments Jim Collins, "fly in the face of our modern business culture and will, quite frankly, upset some people.”Perhaps, but who can afford to ignore these findings?ISBN 10: 0066620996ISBN 13: 9780066620992
9780066620992
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Good to Great: Why Some Companies Make the Leap and Others Dont
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Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms Build machine learning algorithms using graph data and efficiently exploit topological information within your modelsKey Features: Implement machine learning techniques and algorithms in graph data Identify the relationship between nodes in order to make better business decisions Apply graph-based machine learning methods to solve real-life problemsBook Description:Graph Machine Learning will introduce you to a set of tools used for processing network data and leveraging the power of the relation between entities that can be used for predictive, modeling, and analytics tasks.The first chapters will introduce you to graph theory and graph machine learning, as well as the scope of their potential use.You'll then learn all you need to know about the main machine learning models for graph representation learning: their purpose, how they work, and how they can be implemented in a wide range of supervised and unsupervised learning applications. You'll build a complete machine learning pipeline, including data processing, model training, and prediction in order to exploit the full potential of graph data.After covering the basics, you'll be taken through real-world scenarios such as extracting data from social networks, text analytics, and natural language processing (NLP) using graphs and financial transaction systems on graphs. You'll also learn how to build and scale out data-driven applications for graph analytics to store, query, and process network information, and explore the latest trends on graphs.By the end of this machine learning book, you will have learned essential concepts of graph theory and all the algorithms and techniques used to build successful machine learning applications.What You Will Learn: Write Python scripts to extract features from graphs Distinguish between the main graph representation learning techniques Learn how to extract data from social networks, financial transaction systems, for text analysis, and more Implement the main unsupervised and supervised graph embedding techniques Get to grips with shallow embedding methods, graph neural networks, graph regularization methods, and more Deploy and scale out your application seamlesslyWho this book is for:This book is for data scientists, data analysts, graph analysts, and graph professionals who want to leverage the information embedded in the connections and relations between data points to boost their analysis and model performance using machine learning. It will also be useful for machine learning developers or anyone who wants to build ML-driven graph databases. A beginner-level understanding of graph databases and graph data is required, alongside a solid understanding of ML basics. You'll also need intermediate-level Python programming knowledge to get started with this book.ISBN 10: 1800204493ISBN 13: 9781800204492
9781800204492
5.0 stars, based on 5 review 902
Graph Machine Learning: Take graph data to the next level by applying machine learning techniques and algorithms
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Grays Anatomy: The Anatomical Basis of Clinical Practice Grays Anatomy: The Anatomical Basis of Clinical Practice Susan Standring, MBE, PhD, DSc, FKC, Hon FAS, Hon FRCSTrust Gray’s. Building on over 160 years of anatomical excellenceIn 1858, Drs Henry Gray and Henry Vandyke Carter created a book for their surgical colleagues that established an enduring standard among anatomical texts. After more than 160 years of continuous publication, Gray’s Anatomy remains the definitive, comprehensive reference on the subject, offering ready access to the information you need to ensure safe, effective practice.This 42nd edition has been meticulously revised and updated throughout, reflecting the very latest understanding of clinical anatomy from the world’s leading clinicians and biomedical scientists.The book’s acclaimed, lavish art programme and clear text has been further enhanced, while major advances in imaging techniques and the new insights they bring are fully captured in state of the art X-ray, CT, MR and ultrasonic images.The accompanying eBook version is richly enhanced with additional content and media, covering all the body regions, cell biology, development and embryogenesis – and now includes two new systems-orientated chapters. This combines to unlock a whole new level of related information and interactivity, in keeping with the spirit of innovation that has characterised Gray’s Anatomy since its inception.Each chapter has been edited by international leaders in their field, ensuring access to the very latest evidence-based information on topicsOver 150 new radiology images, offering the very latest X-ray, multiplanar CT and MR perspectives, including state-of-the-art cinematic renderingThe downloadable Expert Consult eBook version included with your (print) purchase allows you to easily search all of the text, figures, references and videos from the book on a variety of devicesElectronic enhancements include additional text, tables, illustrations, labelled imaging and videos, as well as 21 specially commissioned ‘Commentaries’ on new and emerging topics related to anatomyNow featuring two extensive electronic chapters providing full coverage of the peripheral nervous system and the vascular and lymphatic systems.The result is a more complete, practical and engaging resource than ever before, which will prove invaluable to all clinicians who require an accurate, in-depth knowledge of anatomy.ISBN 10: 0702077054ISBN 13: 9780702077050
9780702077050
5.0 stars, based on 5 review 2684
Grays Anatomy: The Anatomical Basis of Clinical Practice
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Guia prático de qualidade de vida como planejar e gerenciar o melhor programa para a sua empresa Guia prático de qualidade de vida como planejar e gerenciar o melhor programa para a sua empresa O interesse pelos programas de qualidade de vida nas organizações é cada vez maior. O alto custo da assistência médica, a necessidade de melhoria na produtividade, no clima organizacional e o envelhecimento da força de trabalho são alguns dos motivadores para a busca de soluções que atendam essas demandas. A necessidade de atender a estas demandas tem estimulado as organizações a lançar ações e programas de qualidade de vida. No entanto, observa-se um grande número de abordagens e iniciativas que variam de acordo com o tipo de empresa, sua localização geográfica, a formação profissional do gestor do programa e com as necessidades da organização. Neste contexto, o cenário é de organizações realizando inúmeras atividades, com ações lançadas, muitas vezes, sem planejamento prévio, com freqüente comprometimento do resultado final. Com este manual, os autores buscam oferecer dicas aos profissionais de qualidade de vida, aliando sua experiência profissional com a observação dos programas nacionais e metodologias de autores internacionais.ISBN 10: 8535235108ISBN 13: 9788535235104
9788535235104
5.0 stars, based on 5 review 390
Guia prático de qualidade de vida como planejar e gerenciar o melhor programa para a sua empresa
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Guia Prático do Storyboard Guia Prático do Storyboard Inventado em 1927 nos estúdios da Disney, o storyboard constitui uma ferramenta essencial para a produção de um filme. Como primeira visualização de uma curta ou longa-metragem, de uma publicidade ou de um telefilme, o storyboard impõe-se em cada momento da produção de um filme, desde a sua preparação até à rodagem. Esta obra, vocacionada para o cinema de ficção, é da autoria dos pioneiros da associação de storyboarders franceses." Jean-Jacques Annaud escreveu no prefácio: "O storyboard foi o fiel companheiro da minha vida". Raphaël Saint-Vincent, investigador e historiador, é o fundador da "FNSBF - Fédération Nationale des Storyboardeurs Français", Raphaël Saint-Vincent fez do "storyboard" o seu combate.. Nos últimos anos tem liderado o combate pelo desenvolvimento europeu e internacional do "storyboard", tendo como princípio a protecção e a promoção do trabalho do artista. Olivier Saint-Vincent é professor de literaturas clássicas, cinéfilo e membro da "FNSBF - Fédération Nationale des Storyboardeurs Français". Remi Jacquinot é um reputado storyboardeur francês, membro da "FNSBF - Fédération Nationale des Storyboardeurs Français".ISBN 10: 9729973326ISBN 13: 9789729973321
9789729973321
5.0 stars, based on 5 review 682
Guia Prático do Storyboard
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Hallidays Introduction to Functional Grammar Hallidays Introduction to Functional Grammar Fully updated and revised, this fourth edition of Halliday's Introduction to Functional Grammar explains the principles of systemic functional grammar, enabling the reader to understand and apply them in any context. Halliday's innovative approach of engaging with grammar through discourse has become a worldwide phenomenon in linguistics.Updates to the new edition include: Recent uses of systemic functional linguistics to provide further guidance for students, scholars and researchers More on the ecology of grammar, illustrating how each major system serves to realise a semantic system A systematic indexing and classification of examples More from corpora, thus allowing for easy access to dataHalliday's Introduction to Functional Grammar, Fourth Edition, is the standard reference text for systemic functional linguistics and an ideal introduction for students and scholars interested in the relation between grammar, meaning and discourse.ISBN 10: 0415826284ISBN 13: 9780415826280
9780415826280
5.0 stars, based on 5 review 1992
Hallidays Introduction to Functional Grammar
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Handbook of Ecological Indicators for Assessment of Ecosystem Health -Applied Ecology and Environmental Management Handbook of Ecological Indicators for Assessment of Ecosystem Health -Applied Ecology and Environmental Management Continuing in the tradition of its bestselling predecessor, the Handbook of Ecological Indicators for Assessment of Ecosystem Health, Second Edition brings together world-class editors and contributors who have been at the forefront of ecosystem health assessment research for decades, to provide a sound approach to environmental management and sustainable development.Significantly updated and expanded, this authoritative resource details a proven framework for selecting, evaluating, and validating ecological indicators for ecosystem health assessment. It guides readers through the application of this framework to a wide range of ecosystems, including wetlands, estuaries, coastal zones, lakes, forests, marine ecosystems, lagoons, agricultural systems, landscapes, and rivers. The text synthesizes material from a variety of books, journals, and private research, to consider biodiversity, energy needs, ecological economics, and natural capital in the measurement of ecological health.Organized for ease of reference, the first part of the handbook provides the required theoretical background. It presents a complete overview of all relevant ecological indicators?including thermodynamics, resilience estimates, exergy, and emergy indicators. The second part focuses on how to effectively apply the ecological indicators to a number of important ecosystems. It includes many examples and case studies that clearly illustrate the advantages and disadvantages of each method for specific applications.Offering first-hand insight and practical guidance from practitioners in the field, this complete resource supplies the tools and the well-rounded understanding required to diagnose the health of virtually any ecosystem with much improved accuracy.ISBN 10: 1439809364ISBN 13: 9781439809365
9781439809365
5.0 stars, based on 5 review 3743
Handbook of Ecological Indicators for Assessment of Ecosystem Health -Applied Ecology and Environmental Management
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Handbook on the Geographies of Innovation Handbook on the Geographies of Innovation The geography of innovation is changing. Firstly, it is increasingly understood that innovative firms and organizations exhibit a wide variety of strategies, each differently attuned to diverse geographic contexts. Secondly, and concomitantly, the idea that cities, clusters and physical proximity are essential for innovation is evolving under the weight of new theorizing and empirical evidence. The aim of this Handbook is to break with the many ideas and concepts that emerged during the course of the 1980s and 1990s, and to fully take into account the new reality of the internet, mobile communication technologies, personal mobility and globalization.The Handbook gathers a new generation of ideas and authors to contribute to the debate, providing an empirically grounded critical appraisal of the prevailing knowledge on the geography of innovation. The 28 original chapters, written by a diverse range of scholars with widely differing views, present fresh empirical evidence and new perspectives relating to how innovation plays out across space in an age where mobility has increased, information is ubiquitous and globalization has been realized. Overall, the dialogue between existing theory and new possibilities provides a unique and challenging appraisal of the connection between innovation, agglomeration and space.Offering cutting-edge ideas in an accessible format, this will be an ideal resource for students and scholars of economic geography and innovation studies. The empirical evidence and analysis will also be of great value for policymakers and government officials.Contributors: B.T. Asheim, H.W. Aslesen, A. Bain, P.-A. Balland, N. Bradford, A. Bramwell, C. Brennan-Horley, S. Breschi, C. Carrincazeaux, C. Chaminade, R. Comunian, C. De Fuentes, D. Doloreux, D. Eckert, A. Faggian, M. Ferru, R.D. Fitjar, K. Flanagan, C. Gibson, M. Grillitsch, M. Grossetti, G. Harirchi, F. Huber, A. Isaksen, S. Jewell, J. Karlsen, J.-L. Klein, N. Komninos, N. Lee, F. Lissoni, M. Maisonobe, J. Mattes, P. McCann, C. Noumedem Temgoua, R. Ortega-Argilés, M. Plechero, A. Rallet, A. Rodriguez-Pose, R. Shearmur, H.L. Smith, B. Spigel, J. Tallec, F. Tödtling, E. Tranos, D.-G. Tremblay, M. Trippl, E. Uyarra, C. Yang, C. Wilkie, D.A. WolfeISBN 10: 1788972414ISBN 13: 9781788972413
9781788972413
5.0 stars, based on 5 review 1414
Handbook on the Geographies of Innovation
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Hands-On Graph Neural Networks Using Python: Practical techniques and architectures for building powerful graph and deep learning apps with PyTorch Hands-On Graph Neural Networks Using Python: Practical techniques and architectures for building powerful graph and deep learning apps with PyTorch Design robust graph neural networks with PyTorch Geometric by combining graph theory and neural networks with the latest developments and appsPurchase of the print or Kindle book includes a free PDF eBookKey Features: Implement state-of-the-art graph neural network architectures in Python Create your own graph datasets from tabular data Build powerful traffic forecasting, recommender systems, and anomaly detection applicationsBook Description:Graph neural networks are a highly effective tool for analyzing data that can be represented as a graph, such as social networks, chemical compounds, or transportation networks. The past few years have seen an explosion in the use of graph neural networks, with their application ranging from natural language processing and computer vision to recommendation systems and drug discovery.Hands-On Graph Neural Networks Using Python begins with the fundamentals of graph theory and shows you how to create graph datasets from tabular data. As you advance, you'll explore major graph neural network architectures and learn essential concepts such as graph convolution, self-attention, link prediction, and heterogeneous graphs. Finally, the book proposes applications to solve real-life problems, enabling you to build a professional portfolio. The code is readily available online and can be easily adapted to other datasets and apps.By the end of this book, you'll have learned to create graph datasets, implement graph neural networks using Python and PyTorch Geometric, and apply them to solve real-world problems, along with building and training graph neural network models for node and graph classification, link prediction, and much more.What You Will Learn: Understand the fundamental concepts of graph neural networks Implement graph neural networks using Python and PyTorch Geometric Classify nodes, graphs, and edges using millions of samples Predict and generate realistic graph topologies Combine heterogeneous sources to improve performance Forecast future events using topological information Apply graph neural networks to solve real-world problemsWho this book is for:This book is for machine learning practitioners and data scientists interested in learning about graph neural networks and their applications, as well as students looking for a comprehensive reference on this rapidly growing field. Whether you're new to graph neural networks or looking to take your knowledge to the next level, this book has something for you. Basic knowledge of machine learning and Python programming will help you get the most out of this book.ISBN 10: 1804617520ISBN 13: 9781804617526
9781804617526
5.0 stars, based on 5 review 889
Hands-On Graph Neural Networks Using Python: Practical techniques and architectures for building powerful graph and deep learning apps with PyTorch
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