Graphical Models for Machine Learning and Digital Communication

"There are words that are so familiar they obscure rather than illuminate the thing they mean, and 'learning' is such a word. It seems so ordinary, everyone does it. Actually it's more of a black box,

Transformative learning has been widely used in the field of adult education for over twenty years, but until recently has received little attention in the field of world languages. Drawing on best practices and the research of distinguished international world language experts, this volume provides theoretical and classroom-tested models of transformative education in world languages at major university, state and governmental programs. Chapters outline theoretical frameworks and detail successful models from cutting-edge programs in a wide range of languages, with plenty of examples included to make the theory accessible to readers not yet familiar with the concepts. Classroom teachers, program administrators and faculty developers at every level of instruction will find support for their courses. With its innovative approach to the teaching and learning of languages, this volume is a seminal text in transformative language learning that will stimulate discussions and innovation in t

Transformative learning has been widely used in the field of adult education for over twenty years, but until recently has received little attention in the field of world languages. Drawing on best practices and the research of distinguished international world language experts, this volume provides theoretical and classroom-tested models of transformative education in world languages at major university, state and governmental programs. Chapters outline theoretical frameworks and detail successful models from cutting-edge programs in a wide range of languages, with plenty of examples included to make the theory accessible to readers not yet familiar with the concepts. Classroom teachers, program administrators and faculty developers at every level of instruction will find support for their courses. With its innovative approach to the teaching and learning of languages, this volume is a seminal text in transformative language learning that will stimulate discussions and innovation in t

This Element discusses how shiny, an R package, can help instructors teach quantitative methods more effectively by way of interactive web apps. The interactivity increases instructors' effectiveness by making students more active participants in the learning process, allowing them to engage with otherwise complex material in an accessible, dynamic way. The Element offers four detailed apps that cover two fundamental linear regression topics: estimation methods (least squares, maximum likelihood) and the classic linear regression assumptions. It includes a summary of what the apps can be used to demonstrate, detailed descriptions of the apps' full capabilities, vignettes from actual class use, and example activities. Two other apps pertain to a more advanced topic (LASSO), with similar supporting material. For instructors interested in modifying the apps, the Element also documents the main apps' general code structure, highlights some of the more likely modifications, and goes through

AI framework intended to solve a problem of bias-variance tradeoff for supervised learning methods in real-life applications. It comprises of bootstrapping to create multiple training and testing

Learning a new language offers a unique opportunity to discover other cultures as well as one's own. This discovery process is essential for developing 21st-century intercultural communication skills. To help prepare language teachers for their role as guides during this process, this book uses interdisciplinary research from social sciences and applied linguistics on intercultural communication for designing teaching activities that are readily implemented in the language classroom. Diverse language examples are used throughout the book to illustrate theoretical concepts, making them accessible to language teachers at all skill levels. The chapters introduce various perspectives on culture, intercultural communicative competence, analyzing authentic language data, teaching foreign/second languages with an intercultural communication orientation, the intercultural journey, the language-culture-identity connection, as well as resolving miscommunication and cultural conflict. While the i

Learning a new language offers a unique opportunity to discover other cultures as well as one's own. This discovery process is essential for developing 21st-century intercultural communication skills. To help prepare language teachers for their role as guides during this process, this book uses interdisciplinary research from social sciences and applied linguistics on intercultural communication for designing teaching activities that are readily implemented in the language classroom. Diverse language examples are used throughout the book to illustrate theoretical concepts, making them accessible to language teachers at all skill levels. The chapters introduce various perspectives on culture, intercultural communicative competence, analyzing authentic language data, teaching foreign/second languages with an intercultural communication orientation, the intercultural journey, the language-culture-identity connection, as well as resolving miscommunication and cultural conflict. While the i

Deep learning is revolutionizing how machine translation systems are built today. This book introduces the challenge of machine translation and evaluation - including historical, linguistic, and applied context -- then develops the core deep learning methods used for natural language applications. Code examples in Python give readers a hands-on blueprint for understanding and implementing their own machine translation systems. The book also provides extensive coverage of machine learning tricks, issues involved in handling various forms of data, model enhancements, and current challenges and methods for analysis and visualization. Summaries of the current research in the field make this a state-of-the-art textbook for undergraduate and graduate classes, as well as an essential reference for researchers and developers interested in other applications of neural methods in the broader field of human language processing.

Understand the fundamental principles and applications of ambient backscatter technology with this authoritative review. Covering both theory and practical engineering, leading researchers describe and explain hardware design, network design, and signal processing, and discuss architectures, protocols, communication methods, open research issues, emerging applications, and advanced system models with innovative solutions. This is an essential tool for graduate students, researchers, engineers, developers, and entrepreneurs.

In Digital Data Collection and Information Privacy Law, Mark Burdon argues for the reformulation of information privacy law to regulate new power consequences of ubiquitous data collection. Examining developing business models, based on collections of sensor data - with a focus on the 'smart home' - Burdon demonstrates the challenges that are arising for information privacy's control-model and its application of principled protections of personal information exchange. By reformulating information privacy's primary role of individual control as an interrupter of modulated power, Burdon provides a foundation for future law reform and calls for stronger information privacy law protections. This book should be read by anyone interested in the role of privacy in a world of ubiquitous and pervasive data collection.

Transfer learning deals with how systems can quickly adapt themselves to new situations, tasks and environments. It gives machine learning systems the ability to leverage auxiliary data and models to help solve target problems when there is only a small amount of data available. This makes such systems more reliable and robust, keeping the machine learning model faced with unforeseeable changes from deviating too much from expected performance. At an enterprise level, transfer learning allows knowledge to be reused so experience gained once can be repeatedly applied to the real world. For example, a pre-trained model that takes account of user privacy can be downloaded and adapted at the edge of a computer network. This self-contained, comprehensive reference text describes the standard algorithms and demonstrates how these are used in different transfer learning paradigms. It offers a solid grounding for newcomers as well as new insights for seasoned researchers and developers.

In applied linguistics, being explicit about ontologies of English, and how they underpin educational ideologies and professional practices, is essential. For the first time, this volume presents a critical examination of the ways in which English is conceptualised for learning, teaching, and assessment, from both social and cognitive perspectives. Written by a team of leading scholars, it considers the language in a range of contexts and domains, including: models and targets for EFL, ESL and EAL teaching and testing, and the contested dominance of native-speaker 'standard' varieties; English as a school subject, using England's educational system as an example; English as a lingua franca, where typically several languages and cultures are in contact; and English as broader social practice in a world characterised by unprecedented mobility and destabilisation. Readers are provided with a balanced set of perspectives on ontologies of English and a valuable resource for educational rese

An illuminating dive into the latest science on our brain’s remarkable learning abilities and the potential of the machines we program to imitate themThe human brain is an extraordinary machine. Its a

The new edition of this well regarded book introduces the underpinning theory and concepts required for the development of first class communication and interpersonal skills in nursing. By providing a

Creating a Learning Commons: A Practical Guide for Librarians also includes useful case studies, interviews, descriptions of equipment and new technologies, and models for planning, marketing, and ass

The new edition of this well regarded book will be useful to you for your entire course. It introduces the underpinning theory and concepts required for the development of first class communication an

Yefim Poberezhskiy, a consultant for analog, digital, and mixed-signal processing, digital radios, modems, and communication systems, and Gennady Poberezhskiy, an engineer, explain signal digitiza

Using the popular Heat Transfer Module from COMSOL, this text is designed to provide models for investigating and analyzing heat transfer applications such as conduction, convection, and radiation, et

This popular ISTE title follows the arc of a project, providing guided opportunities to direct and reflect educators’ own learning and professional development. In this updated, tenth-anniversary edit

This cutting edge book considers how advances in technologies and new media have transformed our perception of education, and focuses on the impact of the privatisation of digital tools as a mean of k

Communication Skills for the Health Care Professional addresses the connection between communication practices and quality patient care outcomes. It provides future and practicing patient caregivers i

As the digital revolution continues apace, emergent technologies and means of communication present new challenges and opportunities for the football industry. This is the first book to bring together