Guide to Intelligent Data Science

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Author :
Publisher : Springer Nature
ISBN 13 : 3030455742
Total Pages : 427 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Guide to Intelligent Data Science by : Michael R. Berthold

Download or read book Guide to Intelligent Data Science written by Michael R. Berthold and published by Springer Nature. This book was released on 2020-08-06 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: Making use of data is not anymore a niche project but central to almost every project. With access to massive compute resources and vast amounts of data, it seems at least in principle possible to solve any problem. However, successful data science projects result from the intelligent application of: human intuition in combination with computational power; sound background knowledge with computer-aided modelling; and critical reflection of the obtained insights and results. Substantially updating the previous edition, then entitled Guide to Intelligent Data Analysis, this core textbook continues to provide a hands-on instructional approach to many data science techniques, and explains how these are used to solve real world problems. The work balances the practical aspects of applying and using data science techniques with the theoretical and algorithmic underpinnings from mathematics and statistics. Major updates on techniques and subject coverage (including deep learning) are included. Topics and features: guides the reader through the process of data science, following the interdependent steps of project understanding, data understanding, data blending and transformation, modeling, as well as deployment and monitoring; includes numerous examples using the open source KNIME Analytics Platform, together with an introductory appendix; provides a review of the basics of classical statistics that support and justify many data analysis methods, and a glossary of statistical terms; integrates illustrations and case-study-style examples to support pedagogical exposition; supplies further tools and information at an associated website. This practical and systematic textbook/reference is a “need-to-have” tool for graduate and advanced undergraduate students and essential reading for all professionals who face data science problems. Moreover, it is a “need to use, need to keep” resource following one's exploration of the subject.

Guide to Intelligent Data Analysis

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 184882260X
Total Pages : 399 pages
Book Rating : 4.8/5 (488 download)

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Book Synopsis Guide to Intelligent Data Analysis by : Michael R. Berthold

Download or read book Guide to Intelligent Data Analysis written by Michael R. Berthold and published by Springer Science & Business Media. This book was released on 2010-06-23 with total page 399 pages. Available in PDF, EPUB and Kindle. Book excerpt: Each passing year bears witness to the development of ever more powerful computers, increasingly fast and cheap storage media, and even higher bandwidth data connections. This makes it easy to believe that we can now – at least in principle – solve any problem we are faced with so long as we only have enough data. Yet this is not the case. Although large databases allow us to retrieve many different single pieces of information and to compute simple aggregations, general patterns and regularities often go undetected. Furthermore, it is exactly these patterns, regularities and trends that are often most valuable. To avoid the danger of “drowning in information, but starving for knowledge” the branch of research known as data analysis has emerged, and a considerable number of methods and software tools have been developed. However, it is not these tools alone but the intelligent application of human intuition in combination with computational power, of sound background knowledge with computer-aided modeling, and of critical reflection with convenient automatic model construction, that results in successful intelligent data analysis projects. Guide to Intelligent Data Analysis provides a hands-on instructional approach to many basic data analysis techniques, and explains how these are used to solve data analysis problems. Topics and features: guides the reader through the process of data analysis, following the interdependent steps of project understanding, data understanding, data preparation, modeling, and deployment and monitoring; equips the reader with the necessary information in order to obtain hands-on experience of the topics under discussion; provides a review of the basics of classical statistics that support and justify many data analysis methods, and a glossary of statistical terms; includes numerous examples using R and KNIME, together with appendices introducing the open source software; integrates illustrations and case-study-style examples to support pedagogical exposition. This practical and systematic textbook/reference for graduate and advanced undergraduate students is also essential reading for all professionals who face data analysis problems. Moreover, it is a book to be used following one’s exploration of it. Dr. Michael R. Berthold is Nycomed-Professor of Bioinformatics and Information Mining at the University of Konstanz, Germany. Dr. Christian Borgelt is Principal Researcher at the Intelligent Data Analysis and Graphical Models Research Unit of the European Centre for Soft Computing, Spain. Dr. Frank Höppner is Professor of Information Systems at Ostfalia University of Applied Sciences, Germany. Dr. Frank Klawonn is a Professor in the Department of Computer Science and Head of the Data Analysis and Pattern Recognition Laboratory at Ostfalia University of Applied Sciences, Germany. He is also Head of the Bioinformatics and Statistics group at the Helmholtz Centre for Infection Research, Braunschweig, Germany.

An Intelligent Person's Guide to Philosophy

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Author :
Publisher : Penguin
ISBN 13 : 1101174056
Total Pages : 123 pages
Book Rating : 4.1/5 (11 download)

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Book Synopsis An Intelligent Person's Guide to Philosophy by : Roger Scruton

Download or read book An Intelligent Person's Guide to Philosophy written by Roger Scruton and published by Penguin. This book was released on 1999-02-01 with total page 123 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Philosophy's the 'love of wisdom', can be approached in two ways: by doing it, or by studying how it has been done," so writes the eminent philosopher Roger Scruton. In this user-friendly book, he chooses to introduce philosophy by doing it. Taking the discipline beyond theory and "intellectualism," he presents it in an empirical, accessible, and practical light. The result is not a history of the field but a vivid, energetic, and personal account to guide the reader making his or her own venture into philosophy. Addressing a range of subjects from freedom, God, reality, and morality, to sex, music, and history, Scruton argues philosophy's relevance not just to intellectual questions, but to contemporary life.

Intelligent Guide to the Sixth Sense

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Publisher : Hay House, Inc
ISBN 13 : 1848504101
Total Pages : 193 pages
Book Rating : 4.8/5 (485 download)

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Book Synopsis Intelligent Guide to the Sixth Sense by : Heidi Sawyer

Download or read book Intelligent Guide to the Sixth Sense written by Heidi Sawyer and published by Hay House, Inc. This book was released on 2010-08-02 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: The ultimate guidebook to embracing, and tapping into, your powerful intuitive and psychic abilities The Sixth Sense is the incredible hidden power of intuition we all have within us. Heidi Sawyer—who has guided hundreds of people in their psychic development—reveals her own personal journey of awakening and her battle to establish her right to explore her amazing gifts. Here, Heidi reveals the incredible extrasensory skills that you, too, can learn, and which will offer great advantages to you and your loved ones. Through concise and clear advice, she demonstrates that you can cultivate your Sixth Sense by: • recognizing the signs that your abilities are opening • learning how to live your life with your psychic frequency turned on • coping with opposition, and finding like-minded people • using her top ten tips to develop powerful psychic awareness. The Intelligent Guide to the Sixth Sense will inspire you to find the confidence to embrace your psychic and intuitive abilities, allowing you to live your best, most authentic life.

The Complete Idiot's Guide to Understanding Intelligent Design

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Author :
Publisher : Penguin
ISBN 13 : 1440626049
Total Pages : 398 pages
Book Rating : 4.4/5 (46 download)

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Book Synopsis The Complete Idiot's Guide to Understanding Intelligent Design by : Christopher Carlisle, M.Div

Download or read book The Complete Idiot's Guide to Understanding Intelligent Design written by Christopher Carlisle, M.Div and published by Penguin. This book was released on 2006-12-05 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: An objective overview of the biggest controversy in American education. Intelligent Design is one of the hottest issues facing parents and educators to day, but it can be hard to separate the facts from the heated rhetoric. This expert and objective guide gets to the bottom of the questions: What is Intelligent Design? Should it replace or complement traditional science? What's all the fuss about? * Explains the terms, the controversy, and the involvement of the American courts * Indispensable guide for concerned educators and parents * Written by an expert in the field

Building Intelligent Systems

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Author :
Publisher : Apress
ISBN 13 : 1484234324
Total Pages : 346 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Building Intelligent Systems by : Geoff Hulten

Download or read book Building Intelligent Systems written by Geoff Hulten and published by Apress. This book was released on 2018-03-06 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: Produce a fully functioning Intelligent System that leverages machine learning and data from user interactions to improve over time and achieve success. This book teaches you how to build an Intelligent System from end to end and leverage machine learning in practice. You will understand how to apply your existing skills in software engineering, data science, machine learning, management, and program management to produce working systems. Building Intelligent Systems is based on more than a decade of experience building Internet-scale Intelligent Systems that have hundreds of millions of user interactions per day in some of the largest and most important software systems in the world. What You’ll Learn Understand the concept of an Intelligent System: What it is good for, when you need one, and how to set it up for success Design an intelligent user experience: Produce data to help make the Intelligent System better over time Implement an Intelligent System: Execute, manage, and measure Intelligent Systems in practice Create intelligence: Use different approaches, including machine learning Orchestrate an Intelligent System: Bring the parts together throughout its life cycle and achieve the impact you want Who This Book Is For Software engineers, machine learning practitioners, and technical managers who want to build effective intelligent systems

Developing Intelligent Agent Systems

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470861215
Total Pages : 240 pages
Book Rating : 4.4/5 (78 download)

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Book Synopsis Developing Intelligent Agent Systems by : Lin Padgham

Download or read book Developing Intelligent Agent Systems written by Lin Padgham and published by John Wiley & Sons. This book was released on 2005-06-24 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build your own intelligent agent system... Intelligent agent technology is a tool of modern computer science that can be used to engineer complex computer programmes that behave rationally in dynamic and changing environments. Applications range from small programmes that intelligently search the Web buying and selling goods via electronic commerce, to autonomous space probes. This powerful technology is not widely used, however, as developing intelligent agent software requires high levels of training and skill. The authors of this book have developed and tested a methodology and tools for developing intelligent agent systems. With this methodology (Prometheus) developers can start agent-oriented designs and implementations easily from scratch saving valuable time and resources. Developing Intelligent Agent Systems not only answers the questions “what are agents?” and “why are they useful?” but also the crucial question: “how do I design and build intelligent agent systems?” The book covers everything a practitioner needs to know to begin to effectively use this technology - including an introduction to the notion of agents, a description of the concepts involved, and a software engineering methodology. Read on for: a practical step-by-step introduction to designing and building intelligent agent systems. a full life-cycle methodology for developing intelligent agent systems covering specification, analysis, design and implementation of agents. PDT: Prometheus Design Tool – software support for the Prometheus design process. the example of an electronic bookstore to illustrate the design process throughout the book. Electronic resources including the Prometheus Design Tool (PDT), can be found at: http://www.cs.rmit.edu.au/agents/prometheus This book is aimed at industrial software developers, software engineers and at advanced undergraduate students. It assumes knowledge of basic software engineering but does not require knowledge of Artificial Intelligence or of mathematics. Familiarity with Java will help in reading the examples in chapter 10.

Artificial Intelligence

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Author :
Publisher : Farrar, Straus and Giroux
ISBN 13 : 0374715238
Total Pages : 336 pages
Book Rating : 4.3/5 (747 download)

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Book Synopsis Artificial Intelligence by : Melanie Mitchell

Download or read book Artificial Intelligence written by Melanie Mitchell and published by Farrar, Straus and Giroux. This book was released on 2019-10-15 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Melanie Mitchell separates science fact from science fiction in this sweeping examination of the current state of AI and how it is remaking our world No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go. Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.

A Human's Guide to Machine Intelligence

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Author :
Publisher : Penguin
ISBN 13 : 0525560904
Total Pages : 274 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis A Human's Guide to Machine Intelligence by : Kartik Hosanagar

Download or read book A Human's Guide to Machine Intelligence written by Kartik Hosanagar and published by Penguin. This book was released on 2020-03-10 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Wharton professor and tech entrepreneur examines how algorithms and artificial intelligence are starting to run every aspect of our lives, and how we can shape the way they impact us Through the technology embedded in almost every major tech platform and every web-enabled device, algorithms and the artificial intelligence that underlies them make a staggering number of everyday decisions for us, from what products we buy, to where we decide to eat, to how we consume our news, to whom we date, and how we find a job. We've even delegated life-and-death decisions to algorithms--decisions once made by doctors, pilots, and judges. In his new book, Kartik Hosanagar surveys the brave new world of algorithmic decision-making and reveals the potentially dangerous biases they can give rise to as they increasingly run our lives. He makes the compelling case that we need to arm ourselves with a better, deeper, more nuanced understanding of the phenomenon of algorithmic thinking. And he gives us a route in, pointing out that algorithms often think a lot like their creators--that is, like you and me. Hosanagar draws on his experiences designing algorithms professionally--as well as on history, computer science, and psychology--to explore how algorithms work and why they occasionally go rogue, what drives our trust in them, and the many ramifications of algorithmic decision-making. He examines episodes like Microsoft's chatbot Tay, which was designed to converse on social media like a teenage girl, but instead turned sexist and racist; the fatal accidents of self-driving cars; and even our own common, and often frustrating, experiences on services like Netflix and Amazon. A Human's Guide to Machine Intelligence is an entertaining and provocative look at one of the most important developments of our time and a practical user's guide to this first wave of practical artificial intelligence.

An Introductory Guide to Artificial Intelligence for Legal Professionals

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Author :
Publisher : Kluwer Law International B.V.
ISBN 13 : 9403509821
Total Pages : 301 pages
Book Rating : 4.4/5 (35 download)

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Book Synopsis An Introductory Guide to Artificial Intelligence for Legal Professionals by : Juan Pavón

Download or read book An Introductory Guide to Artificial Intelligence for Legal Professionals written by Juan Pavón and published by Kluwer Law International B.V.. This book was released on 2020-05-14 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: The availability of very large data sets and the increase in computing power to process them has led to a renewed intensity in corporate and governmental use of Artificial Intelligence (AI) technologies. This groundbreaking book, the first devoted entirely to the growing presence of AI in the legal profession, responds to the necessity of building up a discipline that due to its novelty requires the pooling of knowledge and experiences of well-respected experts in the AI field, taking into account the impact of AI on the law and legal practice. Essays by internationally known expert authors introduce the essentials of AI in a straightforward and intelligible style, offering jurists as many practical examples and business cases as possible so that they are able to understand the real application of this technology and its impact on their jobs and lives. Elements of the analysis include the following: crucial terms: natural language processing, machine learning and deep learning; regulations in force in major jurisdictions; ethical and social issues; labour and employment issues, including the impact that robots have on employment; prediction of outcome in the legal field (judicial proceedings, patent granting, etc.); massive analysis of documents and identification of patterns from which to derive conclusions; AI and taxation; issues of competition and intellectual property; liability and responsibility of intelligent systems; AI and cybersecurity; AI and data protection; impact on state tax revenues; use of autonomous killer robots in the military; challenges related to privacy; the need to embrace transparency and sustainability; pressure brought by clients on prices; minority languages and AI; danger that the existing gap between large and small businesses will further increase; how to avoid algorithmic biases when AI decides; AI application to due diligence; AI and non-disclosure agreements; and the role of chatbots. Interviews with pioneers in the field are included, so readers get insights into the issues that people are dealing with in day-to-day actualities. Whether conceiving AI as a transformative technology of the labour market and training or an economic and business sector in need of legal advice, this introduction to AI will help practitioners in tax law, labour law, competition law and intellectual property law understand what AI is, what it serves, what is the state of the art and the potential of this technology, how they can benefit from its advantages and what are the risks it presents. As the global economy continues to suffer the repercussions of a framework that was previously fundamentally self-regulatory, policymakers will recognize the urgent need to formulate rules to properly manage the future of AI.

The Intelligent Clinician's Guide to the DSM-5®

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Author :
Publisher : Oxford University Press, USA
ISBN 13 : 0199395098
Total Pages : 305 pages
Book Rating : 4.1/5 (993 download)

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Book Synopsis The Intelligent Clinician's Guide to the DSM-5® by : Joel Paris

Download or read book The Intelligent Clinician's Guide to the DSM-5® written by Joel Paris and published by Oxford University Press, USA. This book was released on 2015 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: The registered trademark symbol appears after the word DSM-5 in title.

Intelligent Systems for Engineers and Scientists

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Author :
Publisher : CRC Press
ISBN 13 : 1466516178
Total Pages : 455 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Intelligent Systems for Engineers and Scientists by : Adrian A. Hopgood

Download or read book Intelligent Systems for Engineers and Scientists written by Adrian A. Hopgood and published by CRC Press. This book was released on 2012-02-02 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: The third edition of this bestseller examines the principles of artificial intelligence and their application to engineering and science, as well as techniques for developing intelligent systems to solve practical problems. Covering the full spectrum of intelligent systems techniques, it incorporates knowledge-based systems, computational intelligence, and their hybrids. Using clear and concise language, Intelligent Systems for Engineers and Scientists, Third Edition features updates and improvements throughout all chapters. It includes expanded and separated chapters on genetic algorithms and single-candidate optimization techniques, while the chapter on neural networks now covers spiking networks and a range of recurrent networks. The book also provides extended coverage of fuzzy logic, including type-2 and fuzzy control systems. Example programs using rules and uncertainty are presented in an industry-standard format, so that you can run them yourself. The first part of the book describes key techniques of artificial intelligence—including rule-based systems, Bayesian updating, certainty theory, fuzzy logic (types 1 and 2), frames, objects, agents, symbolic learning, case-based reasoning, genetic algorithms, optimization algorithms, neural networks, hybrids, and the Lisp and Prolog languages. The second part describes a wide range of practical applications in interpretation and diagnosis, design and selection, planning, and control. The author provides sufficient detail to help you develop your own intelligent systems for real applications. Whether you are building intelligent systems or you simply want to know more about them, this book provides you with detailed and up-to-date guidance. Check out the significantly expanded set of free web-based resources that support the book at: http://www.adrianhopgood.com/aitoolkit/

An Intelligent Person’s Guide to Education

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Publisher : Bloomsbury Publishing
ISBN 13 : 1472913124
Total Pages : 289 pages
Book Rating : 4.4/5 (729 download)

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Book Synopsis An Intelligent Person’s Guide to Education by : Tony Little

Download or read book An Intelligent Person’s Guide to Education written by Tony Little and published by Bloomsbury Publishing. This book was released on 2015-06-16 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'A hugely reassuring, common-sense guide no parent of teenage boys should be without.' - Sunday Times In his bestselling An Intelligent Person's Guide to Education, Tony Little, former Head Master of Eton College, asks the fundamental questions about how we should make our schools and schoolchildren fit for the modern world. This book will enlighten teachers, students and anxious parents alike, providing advice from the author's many years as a teacher, headmaster and governor in both independent schools and academies, in answer to the key issues concerning education. Tony Little explains the research behind how teenagers' brains function and how they act accordingly, discusses how to deal with sex, drugs and poor discipline, reassesses the meaning of 'character' in a child's education, and provides his own list of books every bright 16-year-old should read. In addition, he offers tips for parents on dealing with adolescents and communicating with their child's school. Drawing on a lifetime's work in schools, An Intelligent Person's Guide to Education is a refreshing, rational and original take on the most important stage in a child's development. An entertaining and essential book for teachers, parents and students interested in how education should serve our young people, now and in future.

An Intelligent Person's Guide to Religion

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Author :
Publisher : Overlook Press
ISBN 13 : 9781585677221
Total Pages : 0 pages
Book Rating : 4.6/5 (772 download)

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Book Synopsis An Intelligent Person's Guide to Religion by : John Haldane

Download or read book An Intelligent Person's Guide to Religion written by John Haldane and published by Overlook Press. This book was released on 2005-10-25 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We live, allegedly, in a postmodern age in which we have cast aside the narrative fantasies of the pre-modern era. If postmodernism represents the final abandonment of all grand theories, where does religion stand? If religion is a particularly unbelievable form of explanation, why does it power still affect social and political change? Here, like the skeptics of our age, the author asks, What has theology ever had to say that was of the slightest use to anyone? He argues that religion without God is like a car without an engine, and draws on many aspects of human culture to offer a defense of religion that is not only credible but necessary in an age when postmodernism itself has been exposed as a cruel illusion.

Artificial Intelligence

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Publisher : Pearson Education
ISBN 13 : 9780321204660
Total Pages : 454 pages
Book Rating : 4.2/5 (46 download)

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Book Synopsis Artificial Intelligence by : Michael Negnevitsky

Download or read book Artificial Intelligence written by Michael Negnevitsky and published by Pearson Education. This book was released on 2005 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: Keeping the maths to a minimum, Negnevitsky explains the principles of AI, demonstrates how systems are built, what they are useful for and how to choose the right tool for the job.

From Notes to Narrative

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Publisher : University of Chicago Press
ISBN 13 : 022625769X
Total Pages : 159 pages
Book Rating : 4.2/5 (262 download)

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Book Synopsis From Notes to Narrative by : Kristen Ghodsee

Download or read book From Notes to Narrative written by Kristen Ghodsee and published by University of Chicago Press. This book was released on 2016-05-10 with total page 159 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ethnography centers on the culture of everyday life. So it is ironic that most scholars who do research on the intimate experiences of ordinary people write their books in a style that those people cannot understand. In recent years, the ethnographic method has spread from its original home in cultural anthropology to fields such as sociology, marketing, media studies, law, criminology, education, cultural studies, history, geography, and political science. Yet, while more and more students and practitioners are learning how to write ethnographies, there is little or no training on how to write ethnographies well. From Notes to Narrative picks up where methodological training leaves off. Kristen Ghodsee, an award-winning ethnographer, addresses common issues that arise in ethnographic writing. Ghodsee works through sentence-level details, such as word choice and structure. She also tackles bigger-picture elements, such as how to incorporate theory and ethnographic details, how to effectively deploy dialogue, and how to avoid distracting elements such as long block quotations and in-text citations. She includes excerpts and examples from model ethnographies. The book concludes with a bibliography of other useful writing guides and nearly one hundred examples of eminently readable ethnographic books.

AI in Health

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Author :
Publisher : CRC Press
ISBN 13 : 1000036324
Total Pages : 198 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis AI in Health by : Tom Lawry

Download or read book AI in Health written by Tom Lawry and published by CRC Press. This book was released on 2020-02-05 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are in the early stages of the next big platform shift in healthcare computing. Fueled by Artificial Intelligence (AI) and the Cloud, this shift is already transforming the way health and medical services are provided. As the industry transitions from static digital repositories to intelligent systems, there will be winners and losers in the race to innovate and automate the provision of services. Critical to success will be the role leaders play in shaping the use of AI to be less "artificial" and more "intelligent" in support of improving processes to deliver care and keep people healthy and productive across all care settings. This book defines key technical, process, people, and ethical issues that need to be understood and addressed in successfully planning and executing an enterprise-wide AI plan. It provides clinical and business leaders with a framework for moving organizations from the aspiration to execution of intelligent systems to improve clinical, operational, and financial performance.