Deep Learning

Deep Learning
Author :
Publisher : MIT Press
Total Pages : 801
Release :
ISBN-10 : 9780262337373
ISBN-13 : 0262337371
Rating : 4/5 (73 Downloads)

Book Synopsis Deep Learning by : Ian Goodfellow

Download or read book Deep Learning written by Ian Goodfellow and published by MIT Press. This book was released on 2016-11-10 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Learning Online

Learning Online
Author :
Publisher : JHU Press
Total Pages : 185
Release :
ISBN-10 : 9781421438108
ISBN-13 : 1421438100
Rating : 4/5 (08 Downloads)

Book Synopsis Learning Online by : George Veletsianos

Download or read book Learning Online written by George Veletsianos and published by JHU Press. This book was released on 2020-05-19 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: What's it really like to learn online?Learning Online: The Student Experience Online learning is ubiquitous for millions of students worldwide, yet our understanding of student experiences in online learning settings is limited. The geographic distance that separates faculty from students in an online environment is its signature feature, but it is also one that risks widening the gulf between teachers and learners. In Learning Online, George Veletsianos argues that in order to critique, understand, and improve online learning, we must examine it through the lens of student experience. Approaching the topic with stories that elicit empathy, compassion, and care, Veletsianos relays the diverse day-to-day experiences of online learners. Each in-depth chapter follows a single learner's experience while focusing on an important or noteworthy aspect of online learning, tackling everything from demographics, attrition, motivation, and loneliness to cheating, openness, flexibility, social media, and digital divides. Veletsianos also draws on these case studies to offer recommendations for the future and lessons learned. The elusive nature of online learners' experiences, the book reveals, is a problem because it prevents us from doing better: from designing more effective online courses, from making evidence-informed decisions about online education, and from coming to our work with the full sense of empathy that our students deserve. Writing in an evocative, accessible, and concise manner, Veletsianos concretely demonstrates why it is so important to pay closer attention to the stories of students—who may have instructive and insightful ideas about the future of education.

Empowering Online Learning

Empowering Online Learning
Author :
Publisher : John Wiley & Sons
Total Pages : 320
Release :
ISBN-10 : 9780470605479
ISBN-13 : 0470605472
Rating : 4/5 (79 Downloads)

Book Synopsis Empowering Online Learning by : Curtis J. Bonk

Download or read book Empowering Online Learning written by Curtis J. Bonk and published by John Wiley & Sons. This book was released on 2009-10-29 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an essential resource for anyone designing or facilitating online learning. It introduces an easy, practical model (R2D2: read, reflect, display, and do) that will show online educators how to deliver content in ways that benefit all types of learners (visual, auditory, observational, and kinesthetic) from a wide variety of backgrounds and skill levels. With a solid theoretical foundation and concrete guidance and examples, this book can be used as a handy reference, a professional guidebook, or a course text. The authors intend for it to help online instructors and instructional designers as well as those contemplating such positions design, develop, and deliver learner-centered online instruction. Empowering Online Learning has 25 unique activities for each phase of the R2D2 model as well as summary tables helping you pick and choose what to use whenever you need it. Each activity lists a description, skills addressed, advice, variations, cost, risk, and time index, and much more. This title is loaded with current information about emerging technologies (e.g., simulations, podcasts, wikis, blogs) and the Web 2.0. With a useful model, more than 100 online activities, the latest information on emerging technologies, hundreds of quickly accessible Web resources, and relevance to all types and ages of learners--Empowering Online Learning is a book whose time has come.

Learning Online

Learning Online
Author :
Publisher : Routledge
Total Pages : 373
Release :
ISBN-10 : 9781136216572
ISBN-13 : 113621657X
Rating : 4/5 (72 Downloads)

Book Synopsis Learning Online by : Barbara Means

Download or read book Learning Online written by Barbara Means and published by Routledge. This book was released on 2014-04-03 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: At a time when more and more of what people learn both in formal courses and in everyday life is mediated by technology, Learning Online provides a much-needed guide to different forms and applications of online learning. This book describes how online learning is being used in both K-12 and higher education settings as well as in learning outside of school. Particular online learning technologies, such as MOOCs (massive open online courses), multi-player games, learning analytics, and adaptive online practice environments, are described in terms of design principles, implementation, and contexts of use. Learning Online synthesizes research findings on the effectiveness of different types of online learning, but a major message of the book is that student outcomes arise from the joint influence of implementation, context, and learner characteristics interacting with technology--not from technology alone. The book describes available research about how best to implement different forms of online learning for specific kinds of students, subject areas, and contexts. Building on available evidence regarding practices that make online and blended learning more effective in different contexts, Learning Online draws implications for institutional and state policies that would promote judicious uses of online learning and effective implementation models. This in-depth research work concludes with a call for an online learning implementation research agenda, combining education institutions and research partners in a collaborative effort to generate and share evidence on effective practices.

Learning Theory and Online Technologies

Learning Theory and Online Technologies
Author :
Publisher : Routledge
Total Pages : 282
Release :
ISBN-10 : 9781136937750
ISBN-13 : 1136937757
Rating : 4/5 (50 Downloads)

Book Synopsis Learning Theory and Online Technologies by : Linda Harasim

Download or read book Learning Theory and Online Technologies written by Linda Harasim and published by Routledge. This book was released on 2012-03-22 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning Theory and Online Technologies offers a powerful overview of the current state of elearning, a foundation of its historical roots and growth, and a framework for distinguishing among the major approaches to elearning. It effectively addresses pedagogy (how to design an effective online environment for learning), evaluation (how to know that students are learning), and history (how past research can guide successful online teaching and learning outcomes). An ideal textbook for undergraduate education and communication programs, and Educational Technology Masters, PhD, and Certificate programs, readers will find Learning Theory and Online Technologies provides a synthesis of the key advances in elearning theory, the key frameworks of research, and clearly links theory and research to successful learning practice.

Building Online Learning Communities

Building Online Learning Communities
Author :
Publisher : John Wiley & Sons
Total Pages : 345
Release :
ISBN-10 : 9780470605462
ISBN-13 : 0470605464
Rating : 4/5 (62 Downloads)

Book Synopsis Building Online Learning Communities by : Rena M. Palloff

Download or read book Building Online Learning Communities written by Rena M. Palloff and published by John Wiley & Sons. This book was released on 2009-12-30 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building Online Learning Communities further explores the development of virtual classroom environments that foster a sense of community and empower students to take charge of their learning to successfully achieve learning outcomes. This is the second edition of the groundbreaking book by Rena Palloff and Keith Pratt and has been completely updated and expanded to include the most current information on effective online course development and delivery. A practical, hands-on guide, this resource is filled with illustrative case studies, vignettes, and examples from a wide variety of successful online courses. The authors offer proven strategies for handling challenges that include: Engaging students in the formation of an online learning community. Establishing a sense of presence online. Maximizing participation. Developing effective courses that include collaboration and reflection. Assessing student performance. Written for faculty in any distance learning environment, this revised edition is based on the authors many years of work in faculty development for online teaching as well as their extensive personal experience as faculty in online distance education. Rena M. Palloff and Keith Pratt share insights designed to guide readers through the steps of online course design and delivery.

Small Teaching Online

Small Teaching Online
Author :
Publisher : John Wiley & Sons
Total Pages : 172
Release :
ISBN-10 : 9781119544913
ISBN-13 : 1119544912
Rating : 4/5 (13 Downloads)

Book Synopsis Small Teaching Online by : Flower Darby

Download or read book Small Teaching Online written by Flower Darby and published by John Wiley & Sons. This book was released on 2019-05-15 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: Find out how to apply learning science in online classes The concept of small teaching is simple: small and strategic changes have enormous power to improve student learning. Instructors face unique and specific challenges when teaching an online course. This book offers small teaching strategies that will positively impact the online classroom. This book outlines practical and feasible applications of theoretical principles to help your online students learn. It includes current best practices around educational technologies, strategies to build community and collaboration, and minor changes you can make in your online teaching practice, small but impactful adjustments that result in significant learning gains. Explains how you can support your online students Helps your students find success in this non-traditional learning environment Covers online and blended learning Addresses specific challenges that online instructors face in higher education Small Teaching Online presents research-based teaching techniques from an online instructional design expert and the bestselling author of Small Teaching.