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 concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Deep Learning

This paper proposes a paradigm for managing the dynamic aspects of organizational knowledge creating processes. Its central theme is that organizational knowledge is created through a continuous dialogue between tacit and explicit knowledge. The nature of this dialogue is examined and four patterns of interaction involving tacit and explicit knowledge are identified. It is argued that while new knowledge is developed by individuals, organizations play a critical role in articulating and amplifying that knowledge. A theoretical framework is developed which provides an analytical perspective on the constituent dimensions of knowledge creation. This framework is then applied in two operational models for facilitating the dynamic creation of appropriate organizational knowledge.

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A Dynamic Theory of Organizational Knowledge Creation

The concept of a linguistic variable and its application to approximate reasoning—II☆

A circumplex model of affect

The teaching of qualitative analysis in the social sciences is rarely undertaken in a structured way. This handbook is designed to remedy that and to present students and researchers with a systematic method for interpreting qualitative data', whether derived from interviews, field notes, or documentary materials. The special emphasis of the book is on how to develop theory through qualitative analysis. The reader is provided with the tools for doing qualitative analysis, such as codes, memos, memo sequences, theoretical sampling and comparative analysis, and diagrams, all of which are abundantly illustrated by actual examples drawn from the author's own varied qualitative research and research consultations, as well as from his research seminars. Many of the procedural discussions are concluded with rules of thumb that can usefully guide the researchers' analytic operations. The difficulties that beginners encounter when doing qualitative analysis and the kinds of persistent questions they raise are also discussed, as is the problem of how to integrate analyses. In addition, there is a chapter on the teaching of qualitative analysis and the giving of useful advice during research consultations, and there is a discussion of the preparation of material for publication. The book has been written not only for sociologists but for all researchers in the social sciences and in such fields as education, public health, nursing, and administration who employ qualitative methods in their work.

Qualitative analysis for social scientists

People use metaphors every time they speak. Some of those metaphors are literary - devices for making thoughts more vivid or entertaining. But most are much more basic than that - they're "metaphors we live by", metaphors we use without even realizing we're using them. In this book, George Lakoff and Mark Johnson suggest that these basic metaphors not only affect the way we communicate ideas, but actually structure our perceptions and understandings from the beginning. Bringing together the perspectives of linguistics and philosophy, Lakoff and Johnson offer an intriguing and surprising guide to some of the most common metaphors and what they can tell us about the human mind. And for this new edition, they supply an afterword both extending their arguments and offering a fascinating overview of the current state of thinking on the subject of the metaphor.

http://www.berliner.dk/mediesnak/opgaver/lj_noter.pdf

Metaphors We Live By

People use metaphors every time they speak. Some of those metaphors are literary - devices for making thoughts more vivid or entertaining. But most are much more basic than that - they're \"metaphors we live by\", metaphors we use without even realizing we're using them. In this book, George Lakoff and Mark Johnson suggest that these basic metaphors not only affect the way we communicate ideas, but actually structure our perceptions and understandings from the beginning. Bringing together the perspectives of linguistics and philosophy, Lakoff and Johnson offer an intriguing and surprising guide to some of the most common metaphors and what they can tell us about the human mind. And for this new edition, they supply an afterword both extending their arguments and offering a fascinating overview of the current state of thinking on the subject of the metaphor.

Metaphors We Live by

Every linguist dreams of the day when the intricate variety of human language will be a commonplace, widely understood in our own and other cultures; when we can unlock the secrets of human thought and communication; when people will stop asking us how many languages we speak. This day has not yet arrived; but the present book brings it somewhat closer. It is, to begin with, a very attractive book. The publishers deserve a vote of thanks for the care that is apparent in the physical layout, typography, binding, and especially the price. Such dedication to scholarly publication at prices which scholars can afford is meritorious indeed. We may hope that the commercial success of the book will stimulate them and others to similar efforts. It is also a very enjoyable and intellectually stimulating book which raises, and occasionally answers, a number of important linguistic questions. It is written in a direct and accessible style; while it introduces and uses a number of new terms, for the most part it is free of jargon. This is no doubt part of its appeal to nonlinguists, though linguists should also find it useful and provocative. It even has possibilities as a textbook. Lakoff and Johnson state their aims and claims forthrightly at the outset (p. 3):

* Introduction: Who Are We? How The Embodied Mind Challenges The Western Philosophical Tradition * The Cognitive Unconscious * The Embodied Mind * Primary Metaphor and Subjective Experience * The Anatomy of Complex Metaphor * Embodied Realism: Cognitive Science Versus A Priori Philosophy * Realism and Truth * Metaphor and Truth The Cognitive Science Of Basic Philosophical Ideas * The Cognitive Science of Philosophical Ideas * Time * Events and Causes * The Mind * The Self * Morality The Cognitive Science Of Philosophy * The Cognitive Science of Philosophy * The Pre-Socratics: The Cognitive Science of Early Greek Metaphysics * Plato * Aristotle * Descartes and the Enlightenment Mind * Kantian Morality * Analytic Philosophy * Chomskys Philosophy and Cognitive Linguistics * The Theory of Rational Action * How Philosophical Theories Work Embodied Philosophy * Philosophy in the Flesh

George Lakoff

Papers

Metaphors We Live By

Metaphors We Live by

Metaphors We Live by

Philosophy in the flesh : the embodied mind and its challenge to Western thought

Women, Fire, and Dangerous Things: What Categories Reveal about the Mind