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Information Theory, Inference and Learning Algorithms

Information Theory, Inference and Learning Algorithms
Author: David J. C. MacKay
Publisher: Cambridge University Press
Total Pages: 694
Release: 2003-09-25
Genre: Computers
ISBN: 9780521642989

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Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.


How People Learn

How People Learn
Author: National Research Council
Publisher: National Academies Press
Total Pages: 386
Release: 2000-08-11
Genre: Education
ISBN: 0309131979

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First released in the Spring of 1999, How People Learn has been expanded to show how the theories and insights from the original book can translate into actions and practice, now making a real connection between classroom activities and learning behavior. This edition includes far-reaching suggestions for research that could increase the impact that classroom teaching has on actual learning. Like the original edition, this book offers exciting new research about the mind and the brain that provides answers to a number of compelling questions. When do infants begin to learn? How do experts learn and how is this different from non-experts? What can teachers and schools do-with curricula, classroom settings, and teaching methodsâ€"to help children learn most effectively? New evidence from many branches of science has significantly added to our understanding of what it means to know, from the neural processes that occur during learning to the influence of culture on what people see and absorb. How People Learn examines these findings and their implications for what we teach, how we teach it, and how we assess what our children learn. The book uses exemplary teaching to illustrate how approaches based on what we now know result in in-depth learning. This new knowledge calls into question concepts and practices firmly entrenched in our current education system. Topics include: How learning actually changes the physical structure of the brain. How existing knowledge affects what people notice and how they learn. What the thought processes of experts tell us about how to teach. The amazing learning potential of infants. The relationship of classroom learning and everyday settings of community and workplace. Learning needs and opportunities for teachers. A realistic look at the role of technology in education.


Learning with Information Systems

Learning with Information Systems
Author: Simon Bell
Publisher: Routledge
Total Pages: 277
Release: 2013-02-01
Genre: Education
ISBN: 1134845219

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In Learning with Information Systems the author takes the developing world as the context and through a series of case studies develops a commonly used systems analysis methodology. He demonstrates how this methodology can evolve and adapt as new ideas become prominent. Issues of sustainability of information systems, participation in systems design and user ownership of systems are all examined. This book does not attempt to be prescriptive for all contexts nor does it focus on any particular technology. It addresses the essential questions and promises practical approaches which will help in the avoidance of the worst forms of disaster associated with the planning of information systems for developing countries.


Information and Communication Technologies and Real-Life Learning

Information and Communication Technologies and Real-Life Learning
Author: Tom J. van Weert
Publisher: Springer
Total Pages: 288
Release: 2006-01-28
Genre: Education
ISBN: 038725997X

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Information and Communication Technologies in Real-Life Learning presents the results of an International Federation for Information Processing (IFIP) working conference held December 2004 in Melbourne, Australia. The working conference was organized by IFIP Working Group 3.2 (Informatics and ICT in Higher Education) and IFIP Working Group 3.4 (Professional and Vocational Education in Information Technology). The papers in this book present a cross-section of issues in real-life learning in which Information and Communication Technology (ICT) plays an important role. Some of the issues covered include: education models for real-life learning enabled by ICT; effective organization of a real-life learning environment; the changing role of the student; the changing role of educational institutions and their relationship with business and industry; the changing role of teachers and their use of ICT; and managment of ICT-rich education change.


Project-based Learning Using Information Technology

Project-based Learning Using Information Technology
Author: David G. Moursund
Publisher: International Society for Technology in educ
Total Pages: 136
Release: 2003
Genre: Education
ISBN: 9781564841964

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First published in 1999, Project-Based Learning Using Information Technology has become a classic in the field-and for good reason. David Moursund offers educators an inspiring vision of the possibilities of project-based learning and then shows them how to realize it in their classroom. Moursund deftly summarizes both the principles and supporting research on project-based learning, and walks teachers through the process of creating their own learner centered, technology-enhanced projects. This edition offers many new teacher training activities and ideas for projects that will activate students higher-order thinking skills and instill in them a thirst for life-long learning. Motivate your students to plan and carry out projects with real-world purpose and meaning with this terrific resource for teachers! FEATURES Insights from a widely known author, teacher educator, and educational technology pioneer Activities for teacher training as well as materials and ideas for assessment Companion Web site with regularly updated bibliography and detailed syllabi for workshops on project-based learning Also available: Reinventing Project-Based Learning: Your Field Guide to Real-World Projects in the Digital Age - ISBN 156484238X Spreadsheet Magic: Second Edition - ISBN 156484224X


English Medium Instruction Programmes

English Medium Instruction Programmes
Author: Roger Barnard
Publisher: Routledge
Total Pages: 239
Release: 2018-02-21
Genre: Education
ISBN: 1315397609

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This book is an exploration of the desirability and feasibility of English Medium Instruction (EMI) in specific university settings in South East Asia. There is an increasing trend in many universities in Asia, as elsewhere in the world, to introduce ‘international’ academic programmes taught through the medium of English. Despite the rapidity of this development, there is a dearth of empirical research that investigates the opportunities and challenges across a range of specific contexts. This volume intends to occupy this research space, firstly by reviewing historical and contemporary trends and changes to EMI, and by eliciting the perceptions of a number of applied linguists in a range of Asian universities. These introductory chapters are followed by three case studies exploring the beliefs and practices of EMI lecturers in Malaysia, Brunei and Indonesia, and a survey of Malaysian students’ attitudes to key issues relating to medium of instruction. Based on these empirical studies, implications will be drawn with regard to policy, curricula, pedagogical practice, professional development and further research. This book will provide guidance for decision-makers and practitioners for the effective planning and implementation of EMI programmes where English is an additional language for lecturers and students.


Learning in Information-Rich Environments

Learning in Information-Rich Environments
Author: Delia Neuman
Publisher: Springer
Total Pages: 0
Release: 2014-08-23
Genre: Education
ISBN: 9781489993588

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The amount and range of information available to today’s students—and indeed to all learners—is unprecedented. Phrases like “the information revolution”, “the information (or knowledge) society”, and “the knowledge economy” underscore the truism that our society has been transformed by virtually instantaneous access to virtually unlimited information. Thomas Friedman tells us that “The World Is Flat” and that we must devise new political and economic understandings based on the ceaseless communication of information from all corners of the world. The Bush administration tells us that information relating to the “war on terrorism” is so critical that we must allow new kinds of surveillance to keep society safe. Teenage subscribers to social-computing networks not only access information but enter text and video images and publish them widely—becoming the first adolescents in history to be creators as well as consumers of vast quantities of information. If the characteristics of “the information age” demand new conceptions of commerce, national security, and publishing—among other things—it is logical to assume that they carry implications for education as well. In fact, a good deal has been written over the last several decades about how education as a whole must transform its structure and curriculum to accommodate the possibilities offered by new technologies. Far less has been written, however, about how the specific affordances of these technologies—and the kinds of information they allow students to access and create—relate to the central purpose of education: learning. What does “learning” mean in an information-rich environment? What are its characteristics? What kinds of tasks should it involve? What concepts, strategies, attitudes, and skills do educators and students need to master if they are to learn effectively and efficiently in such an environment? How can researchers, theorists, and practitioners foster the well-founded and widespread development of such key elements of the learning process? This book explores these questions and suggests some tentative answers. Drawing from research and theory in three distinct but related fields—learning theory, instructional systems design, and information studies—it presents a way to think about learning that responds directly to the actualities of a world brimming with information. The book is grounded in the work of such key figures in learning theory as Bransford and Anderson & Krathwohl. It draws on such theorists of instructional design as Gagne, Mayer, and Merrill. From information studies, it uses ideas from Buckland, Marchionini, and Wilson (who is known for his pioneering work in “information behavior”—that is, the full range of information seeking and use). The book breaks new ground in bringing together ideas that have run in parallel for years but whose relationship has not been fully explored.


Information Theoretic Learning

Information Theoretic Learning
Author: Jose C. Principe
Publisher: Springer Science & Business Media
Total Pages: 538
Release: 2010-04-06
Genre: Computers
ISBN: 1441915702

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This book is the first cohesive treatment of ITL algorithms to adapt linear or nonlinear learning machines both in supervised and unsupervised paradigms. It compares the performance of ITL algorithms with the second order counterparts in many applications.


Information Power

Information Power
Author: American Association of School Librarians
Publisher: American Library Association
Total Pages: 228
Release: 1998-07
Genre: Education
ISBN: 9780838934708

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Since its publication in June 1998, Information Power has become the most talked about book in the school library world!


Information Technology and Organizational Learning

Information Technology and Organizational Learning
Author: Arthur M. Langer
Publisher: CRC Press
Total Pages: 269
Release: 2017-10-17
Genre: Business & Economics
ISBN: 1351387588

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Focusing on the critical role IT plays in organizational development, the book shows how to employ action learning to improve the competitiveness of an organization. Defining the current IT problem from an operational and strategic perspective, it presents a collection of case studies that illustrate key learning issues. It details a dynamic model for effective IT management through adaptive learning techniques—supplying proven educational theories and practices to foster the required changes in your staff. It examines existing organizational learning theories and the historical problems that occurred with companies that have used them, as well as those that have failed to use them.