Böcker utgivna av Springer Nature Switzerland AG

This book is about the harmonious synthesis of functional programming and numerical computation. It shows how the expressiveness of OCaml allows for fast and safe development of data science applications. Step by step, the authors build up to use cases drawn from many areas of Data Science, Machine Learning, and AI, and then delve into how to deploy at scale, using parallel, distributed, and accelerated frameworks to gain all the advantages of cloud computing environments.To this end, the book is divided into three parts, each focusing on a different area. Part I begins by introducing how basic numerical techniques are performed in OCaml, including classical mathematical topics (interpolation and quadrature), statistics, and linear algebra. It moves on from using only scalar values to multi-dimensional arrays, introducing the tensor and Ndarray, core data types in any numerical computing system. It concludes with two more classical numerical computing topics, the solution ofOrdinary Differential Equations (ODEs) and Signal Processing, as well as introducing the visualization module we use throughout this book. Part II is dedicated to advanced optimization techniques that are core to most current popular data science fields. We do not focus only on applications but also on the basic building blocks, starting with Algorithmic Differentiation, the most crucial building block that in turn enables Deep Neural Networks. We follow this with chapters on Optimization and Regression, also used in building Deep Neural Networks. We then introduce Deep Neural Networks as well as topic modelling in Natural Language Processing (NLP), two advanced and currently very active fields in both industry and academia. Part III collects a range of case studies demonstrating how you can build a complete numerical application quickly from scratch using Owl. The cases presented include computer vision and recommender systems. This book aims at anyone with a basic knowledge of functional programming and a desire to explore the world of scientific computing, whether to generally explore the field in the round, to build applications for particular topics, or to deep-dive into how numerical systems are constructed. It does not assume strict ordering in reading ¿ readers can simply jump to the topic that interests them most.

This book explores the relationship between philosophy and business ethics. Academics and practitioners often muse about the ethical and moral aspect of management and business actions, but these studies can lack a deeper philosophical grounding. Contributors to this volume challenge this gap by applying different philosophical paradigms and theories to business management issues. The territory covered by the contributions collected in this book spans from the foundations of business management literature itself, to the role of philosophy in new business models and technology; from the way philosophical theory can explain ¿ and encourage ¿ ethical firm behaviour, to the political stance that an organization takes. Contributors take a holistic approach to business and management, bringing together real-world examples and rich academic theory, creating an interdisciplinary volume, with international authors. Covering important topics such as corporate socialresponsibility, sustainability, leadership, and stakeholder relations, this book will be of interest to academics working in the field of business ethics, philosophy and management studies.

This third, thoroughly updated edition of a well received book, presents the most complete collection of theories, paradigms and methods utilized by the landscape sciences. With the introduction of new ecosemiotic concepts and innovative managing procedures, it offers a broad list of ecological, ecosemiotical and cultural tools to investigate, interpret and manage the environmental complexity according to a species-specific individual-based approach. Readers will discover the importance of a landscape perspective to create strategic bridges between science and humanities favored by the holistic sight of sensorial (visual, acoustic, olfactory, tactile, and thermal) ¿scapes¿.Distributed in 10 chapters, the content covers many aspects of the landscape sciences ranging from the description of fundamental theories, principles and models originated by ecological approaches like source-sink models, island biogeography, hierarchical theory and scale. The ecosemioticalapproaches like the eco-field model, the ecoscape paradigm, and the general theory of resources are widely described and discussed. A cultural approach to landscape is utilized to focus on the heritage values of territories and their environmental identity. This book, written in an accessible and didactic style, is particularly dedicated to undergraduate and graduate students but also scholars in ecology, agroforestry, urban planning, nature design, conservation and remediation. Land practitioners, farmers and policymakers can use this book as an authoritative guide to better understand the function and role of environmental systems according to a social-economic integrated perspective.

This book explores what it means to be and become-at-home in theological perspective, located in the context of a youth club. Drawing on ethnographic research, Phoebe Hill presents an account of what an authentic Christian hospitality could look like in a youth setting, and the ways in which the young people ¿ the strangers at the door ¿ might enable the Christian youth worker to become more fully at home. Discourses around Christian hospitality often unwittingly perpetuate implicit power imbalances. The youth club offers a context for Christian hospitality that ¿tips¿ the power in favour of the young people who attend, enabling the youth leaders to share and create home with young people in a distinctive way. As young people leave the Church in droves, the Church faces the urgent and daunting task of finding new ways of being with young people on their own terms; this book offers one solution. Hill argues that homecoming is an essential task of humanity. Weare connected in this common pilgrimage and the need to find places and spaces where we can be at home. Becoming at home may be harder than ever before; numerous sociological, philosophical and theological factors are compromising our ability to dwell in the contemporary world.

This textbook is a fully updated and revised third edition of a highly successful practical guide to the care of the polytrauma patient. Broadening its readership to students, this new edition comprehensively describes the clinical course of multiple and severe injuries, from the accident scene to rehabilitation.It provides essential practical information on the care of patients both with blunt and penetrating trauma to multiple body regions, and discusses the management of truncal injuries (head, chest, abdomen) as well as fractures of the extremities, pelvis and spine. Further, the book highlights associated injuries that may alter decisions concerning patients with polytrauma.This new, revised edition takes full account of recent developments, including the increasing economic pressure on health care systems, prehospital treatment, changes in trauma systems and related education, and the improved survival of polytrauma patients. Also covering improved monitoring optionsalong with issues in late patient outcomes and rehabilitation this work will greatly assist students, emergency personnel, trauma surgeons, orthopaedic traumatologists, and anesthesiologists.