Deep Learning
Deep Learning

Author: Ian Goodfellow

Publisher: MIT Press

Published: 2016-11-10

Total Pages: 801

ISBN-13: 0262337371

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An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX 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.

Software Requirement Patterns
Software Requirement Patterns

Author: Stephen Withall

Publisher: Pearson Education

Published: 2007-06-13

Total Pages: 384

ISBN-13: 0735646066

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Learn proven, real-world techniques for specifying software requirements with this practical reference. It details 30 requirement “patterns” offering realistic examples for situation-specific guidance for building effective software requirements. Each pattern explains what a requirement needs to convey, offers potential questions to ask, points out potential pitfalls, suggests extra requirements, and other advice. This book also provides guidance on how to write other kinds of information that belong in a requirements specification, such as assumptions, a glossary, and document history and references, and how to structure a requirements specification. A disturbing proportion of computer systems are judged to be inadequate; many are not even delivered; more are late or over budget. Studies consistently show one of the single biggest causes is poorly defined requirements: not properly defining what a system is for and what it’s supposed to do. Even a modest contribution to improving requirements offers the prospect of saving businesses part of a large sum of wasted investment. This guide emphasizes this important requirement need—determining what a software system needs to do before spending time on development. Expertly written, this book details solutions that have worked in the past, with guidance for modifying patterns to fit individual needs—giving developers the valuable advice they need for building effective software requirements

Web-Based Learning Technologies in the Studies of English for Specific Purposes in Higher Education
Web-Based Learning Technologies in the Studies of English for Specific Purposes in Higher Education

Author: Eglė Selevičienė

Publisher: Cambridge Scholars Publishing

Published: 2024-09-04

Total Pages: 177

ISBN-13: 1036409015

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This book explores the transformative power of Web-based learning technologies in higher education with a focus on English for Specific Purposes (ESP). It delves into the evolutionary journey of ESP alongside with the development of World Wide Web and its technologies. It traces the development of learning theories and presents the latest typologies of Web-based learning technologies. The overviews of research literature published from 2013 to 2021, including the COVID-19 period, uncover the evolving landscape and potential of Web-based technologies in ESP studies in higher education. Presenting results from quasi-experimental research conducted in two higher education institutions in Lithuania, the book highlights the effectiveness of the Web-based learning technology CmapTools in enhancing ESP students’ learning achievements, particularly in ESP vocabulary acquisition. Useful and relevant for ESP researchers and practitioners seeking research evidence-based strategies, it narrows a wide gap in the literature, providing practical recommendations for both novice and experienced university teachers.

Law in Civil Society
Law in Civil Society

Author: Richard Dien Winfield

Publisher:

Published: 1995

Total Pages: 226

ISBN-13:

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Law in Civil Society advances a new and comprehensive theory of how legal institutions should be reformed to uphold the property, family, and economic rights of individuals in civil society. In so doing, it offers a powerful challenge to the dominant legal theories and practices espoused by liberalism, positivism, natural law, and critical legal thought. Winfield argues against the prevailing assumptions of legal philosophers who dogmatically embrace formal or historical conceptions of law. True law, he contends, must be constructed within the context of the different spheres of rights and ultimately can only exist within a civil society committed to self-determination and community. Working from these fundamental premises, he analyzes in detail a rich array of important legal issues: fair access to legal representation, the rationale for jury trials, appropriate distinctions between civil and criminal legal procedures, the controversies pitting common law versus codification and adversarial versus inquisitorial systems of trial, and the relationship between civil society and the state. Much inspired by Hegel's Philosophy of Right, Winfield's study offers the most convincing critique yet of that renowned philosopher's work and, in the process, provides a more complete and coherent conception of law than Hegel himself articulated. Provocative and highly instructive, the book should attract scholars, teachers, and students in legal and political philosophy and anyone else with an abiding interest in the foundations of Western law.