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The Renegade Reporters
by Elissa Brent WeissmanWhen Ash gets kicked off her school's news show, she becomes a renegade reporter--and makes a big discovery about technology and her fellow students' privacy.Ash and her friends are reporters. They were ready to lead their school news show, The News at Nine, sponsored by Van Ness Media, when an unfortunate incident involving a dancing teacher, an irresponsibly reported story, and a viral video got them kicked off the crew. So Ash, Maya, and Brielle decide to start their own news show, The Underground News. And soon they stumble on a big lead: Van Ness Media, the educational company that provides their school's software, has been gathering data from all the kids at school. Their drawings, their journals, even their movements are being recorded and cataloged by Van Ness Media. But why? Ash and her friends are determined to learn the truth and report it.
Renewable Energy and AI for Sustainable Development (Innovations in Intelligent Internet of Everything (IoE))
by Sailesh Iyer Anand Nayyar Mohd Naved Fadi Al-TurjmanElectronic device usage has increased considerably in the past two decades. System configurations are continuously requiring upgrades; existing systems often become obsolete in a matter of 2–3 years. Green computing is the complete effective management of design, manufacture, use, and disposal, involving as little environmental impact as possible. This book intends to explore new and innovative ways of conserving energy, effective e-waste management, and renewable energy sources to harness and nurture a sustainable eco-friendly environment. This book: • Highlights innovative principles and practices using effective e-waste management and disposal • Explores artificial intelligence based sustainable models • Discovers alternative sources and mechanisms for minimizing environmental hazards • Highlights successful case studies in alternative sources of energy • Presents solid illustrations, mathematical equations, as well as practical in-the-field applications • Serves as a one-stop reference guide to stakeholders in the domain of green computing, e-waste management, renewable energy alternatives, green transformational leadership including theory concepts, practice and case studies • Explores cutting-edge technologies like internet of energy and artificial intelligence, especially the role of machine learning and deep learning in renewable energy and creating a sustainable ecosystem • Explores futuristic trends in renewable energy This book aims to address the increasing interest in reducing the environmental impact of energy as well as its further development and will act as a useful reference for engineers, architects, and technicians interested in and working with energy systems; scientists and engineers in developing countries; industries, manufacturers, inventors, universities, researchers, and interested consultants to explain the foundation to advanced concepts and research trends in the domain of renewable energy and sustainable computing. The content coverage of the book is organized in the form of 11 clear and thorough chapters providing a comprehensive view of the global renewable energy scenario, as well as how science and technology can play a vital role in renewable energy.
Renewable Energy for Smart and Sustainable Cities: Artificial Intelligence in Renewable Energetic Systems (Lecture Notes in Networks and Systems #62)
by Mustapha HattiThis book features cutting-edge research presented at the second international conference on Artificial Intelligence in Renewable Energetic Systems, IC-AIRES2018, held on 24–26 November 2018, at the High School of Commerce, ESC-Koléa in Tipaza, Algeria. Today, the fundamental challenge of integrating renewable energies into the design of smart cities is more relevant than ever. While based on the advent of big data and the use of information and communication technologies, smart cities must now respond to cross-cutting issues involving urban development, energy and environmental constraints; further, these cities must also explore how they can integrate more sustainable energies. Sustainable energies are a major determinant of smart cities’ longevity. From an environmental and technological standpoint, these energies offer an optimal power supply to the electric network while creating significantly less pollution. This requires flexibility, i.e., the availability of supply and demand. The end goal of any smart city is to improve the quality of life for all citizens (both in the city and in the countryside) in a way that is sustainable and respectful of the environment. This book encourages the reader to engage in the preservation of our environment, every moment, every day, so as to help build a clean and healthy future, and to think of the future generations who will one day inherit our planet. Further, it equips those whose work involves energy systems and those engaged in modelling artificial intelligence to combine their expertise for the benefit of the scientific community and humanity as a whole.
Renewable Energy Optimization, Planning and Control: Proceedings of ICRTE 2021, Volume 1 (Studies in Infrastructure and Control)
by Anita Khosla Monika AggarwalThis book gathers selected high-quality research papers presented at International Conference on Renewable Technologies in Engineering (ICRTE 2021) organized by Manav Rachna International Institute of Research & Studies, Faridabad, Haryana, India, during 15–16 April 2021. The book includes conference papers on the theme “Computational Techniques for Renewable Energy Optimization”, which aims to bring together leading academic scientists, researchers and research scholars to exchange and share their experiences and research results on all aspects of renewable energy integration, planning, control and optimization. It also provides a premier interdisciplinary platform for researchers, practitioners and educators to present and discuss the most recent innovations, trends and concerns as well as practical challenges encountered and solutions adopted in the fields of renewable energy and resources.
Renewable Energy Optimization, Planning and Control: Proceedings of ICRTE 2022 (Studies in Infrastructure and Control)
by Anita Khosla Mohan KolheThis book gathers selected high-quality research papers presented at International Conference on Renewable Technologies in Engineering (ICRTE 2022) organized by Manav Rachna International Institute of Research & Studies, Faridabad, Haryana, India, during October 7–8, 2022. The book includes conference papers on the theme ‘Computational Techniques for Renewable Energy Optimization,’ which aims to bring together leading academic scientists, researchers, and research scholars to exchange and share their experiences and research results on all aspects of renewable energy integration, planning, control, and optimization. It also provides a premier interdisciplinary platform for researchers, practitioners, and educators to present and discuss the most recent innovations, trends, and concerns as well as practical challenges encountered and solutions adopted in the fields of renewable energy and resources.
Renewing U.s. Telecommunications Research
by National Research Council of the National AcademiesThe modern telecommunications infrastructure—made possible by research performed over the last several decades—is an essential element of the U.S. economy. The U.S. position as a leader in telecommunications technology, however, is at risk because of the recent decline in domestic support of long-term, fundamental telecommunications research. To help understand this challenge, the National Science Foundation asked the NRC to assess the state of telecommunications research in the United States and recommend ways to halt the research decline. This report provides an examination of telecommunications research support levels, focus, and time horizon in industry, an assessment of university telecommunications research, and the implications of these findings on the health of the sector. Finally, it presents recommendations for enhancing U.S. telecommunications’ research efforts.
Repairing and Upgrading Your PC
by Robert Bruce Thompson Barbara Fritchman ThompsonMost computer users think that fiddling with the insides of their PC is taboo. They fear that by removing the screws that hold the case on, they're crossing into forbidden territory. And even for those who know they can open the box and fix or upgrade their PC, analysis paralysis often stops them in their tracks: Which upgrades offer the best bang for the buck? How do you pinpoint the faulty component that's making your system freeze? What about compatibility issues?Get ready to get unstuck and get your PC running fast and running right. Repairing and Upgrading Your PC delivers start-to-finish instructions, simple enough for even the most inexperienced PC owner, for troubleshooting, repairing, and upgrading your computer. Written by hardware experts Robert Bruce Thompson and Barbara Fritchman Thompson, this book covers it all: how to troubleshoot a troublesome PC, how to identify which components make sense for an upgrade, and how to tear it all down and put it back together. This book shows how to repair and upgrade all of your PC's essential components:Motherboard, CPU, and Memory. Choose the optimal match of these core components to keep your PC running at top speedHard Drive, Optical Drive, and Removable StorageGive your computer what it needs for long-term and short-term storageAudio and Video. Enhance your computing experience with the right sound and graphics devices for your needsInput Devices. Pick the best keyboard and mouse to keep your hands happy and healthyNetworking. Set up secure wireless networking to keep the bits flowing between your computers and the outside worldCases and Power Supplies. Keep everything running cool and reliablyWith its straightforward language, clear instructions, and extensive illustrations, this book makes it a breeze for PC owners of any skill level to work on their computer.
Repairing Play: A Black Phenomenology (Playful Thinking)
by Aaron TrammellA provocative study that reconsiders our notion of play—and how its deceptively wholesome image has harmed and erased people of color.Contemporary theorists present play as something wholly constructive and positive. But this broken definition is drawn from a White European philosophical tradition that ignores the fact that play can, and often does, hurt. In fact, this narrow understanding of play has been complicit in the systemic erasure of Black, Indigenous, and People of Color (BIPOC) from the domain of leisure. In this book, Aaron Trammell proposes a corrective: a radical reconsideration of play that expands its definition to include BIPOC suffering, subjugation, and taboo topics such as torture. As he challenges and decolonizes White European thought, Trammell maps possible ways to reconcile existing theories with the fact that play is often hurtful and toxic.Trammell upends current notions by exploring play&’s function as a tool in the subjugation of BIPOC. As he shows, the phenomenology of play is a power relationship. Even in innocent play, human beings subtly discipline each other to remain within unspoken rules. Going further, Trammell departs from mainstream theory to insist that torture can be play. Approaching it as such reveals play&’s role in subjugating people in general and renders visible the long-ignored experiences of BIPOC. Such an inclusive definition of play becomes a form of intellectual reparation, correcting the notion that play must give pleasure while also recasting play in a form that focuses on the deep, painful, and sometimes traumatic depths of living.
Repatriation Management and Competency Transfer in a Culturally Dynamic World
by Manmeet Bali Nag Firdous Ahmad MalikThis book examines the relevance of global strategic perspective, as international competition continues to intensify & gain momentum, and management of human resource remains a challenge in contemporary corporate scenario. As global business strategy requires globally competent people and implementation of global human resource systems, therefore the need to harness the multi-faceted dimensions of corporate employees is elaborated upon. This book explores cross cultural movement & interactions in International human resource management, where the theme of cross-cultural reentry remains largely neglected and underestimated in the sojourner’s transition trajectory. This book takes into account the available empirical investigations pointing to substantial concerns, affecting the psychological wellbeing, social readjustment and cultural identity of the returning individuals. This book examines the significance of re-entry as an issue of highest priority to both sojourning individuals as well as people managing the reentry transitions of travelers. In light of the unfolding knowledge revolution, the book explores the context of corporate India offering high knowledge density and rich demographic dividend. The need for companies, to harness the knowledge capital and accelerate Indians in the knowledge revolution is examined. Various factors that can influence the repatriation of an individual when back in the home country, and the challenges faced in repatriation at the individual-, team-, organizational-, and country-levels, is explored & analyzed. This book focuses on eliminating overall wastage and losses in Repatriation process, from an organizational point of view.The purview of this book encompasses the interface of Anticipatory Adjustment, Competency Transfer, Effective Repatriation and Reverse Culture Shock with Repatriates’ Adjustment, back home, and empirically analyzes the precursors and effects of the said paradigms in optimization of Repatriate talent from an organizational perspective. The purpose is to analyze the antecedents of repatriate adjustment in the mentioned context and to subsequently deliberate upon the acquired results to arrive at feasible and relevant conclusions. Optimization of Repatriate talent, and Repatriation Management from International Human Resource Management (IHRM) perspective, deserves a cross-disciplinary study of precursors effecting Repatriation Adjustment, with focus on the dimension of Indian Repatriate acculturation.
REPEATABILITY RELIABILITY SCALABILITY THROUGH GITOPS: Continuous delivery and deployment codified
by Bryan FeulingLearn how to best use GitOps to automate manual tasks in the continuous delivery and deployment processKey FeaturesExplore the different GitOps schools of thought and understand which GitOps practices will work for you and your teamGet up and running with the fundamentals of GitOps implementationUnderstand how to effectively automate the deployment and delivery processBook DescriptionThe world of software delivery and deployment has come a long way in the last few decades. From waterfall methods to Agile practices, every company that develops its own software has to overcome various challenges in delivery and deployment to meet customer and market demands. This book will guide you through common industry practices for software delivery and deployment. Throughout the book, you'll follow the journey of a DevOps team that matures their software release process from quarterly deployments to continuous delivery using GitOps. With the help of hands-on tutorials, projects, and self-assessment questions, you'll build your knowledge of GitOps basics, different types of GitOps practices, and how to decide which GitOps practice is the best for your company. As you progress, you'll cover everything from building declarative language files to the pitfalls in performing continuous deployment with GitOps. By the end of this book, you'll be well-versed with the fundamentals of delivery and deployment, the different schools of GitOps, and how to best leverage GitOps in your teams. What you will learnExplore a variety of common industry tools for GitOpsUnderstand continuous deployment, continuous delivery, and why they are importantGain a practical understanding of using GitOps as an engineering organizationBecome well-versed with using GitOps and Kubernetes togetherLeverage Git events for automated deploymentsImplement GitOps best practices and find out how to avoid GitOps pitfallsWho this book is forThis book is for engineering leaders and anyone working in software engineering, DevOps, SRE, build/release, or cloud automation teams. A basic understanding of the DevOps software development life cycle (SDLC) will help you to get the most out of this book.
repeater: 01110010 ...
by Andrew McEwanSHORTLISTED FOR THE 2013 GERALD LAMPAND MEMORIAL AWARDrepeater is a poetic investigation into the coding, function, language, and structure of computer programming. Using the ASCII 8-bit binary code as an acrostic, each lower-case letter of the alphabet is arranged alongside the lines of the title poem. As a result, this poem "programs" an investigation of layered and digitalized language that is coded into the heart of the code itself. Appendixes to this code form supplementary studies, and deviate into additional problems and concepts at the convergence of poetry and computer programming. Ultimately, repeater reveals what happens when the creative variability of poetry is "inputted" into the rigid binaric structure of computer language.
Repetitive Motion Planning and Control of Redundant Robot Manipulators
by Yunong Zhang Zhijun ZhangRepetitive Motion Planning and Control of Redundant Robot Manipulators presents four typical motion planning schemes based on optimization techniques, including the fundamental RMP scheme and its extensions. These schemes are unified as quadratic programs (QPs), which are solved by neural networks or numerical algorithms. The RMP schemes are demonstrated effectively by the simulation results based on various robotic models; the experiments applying the fundamental RMP scheme to a physical robot manipulator are also presented. As the schemes and the corresponding solvers presented in the book have solved the non-repetitive motion problems existing in redundant robot manipulators, it is of particular use in applying theoretical research based on the quadratic program for redundant robot manipulators in industrial situations. This book will be a valuable reference work for engineers, researchers, advanced undergraduate and graduate students in robotics fields. Yunong Zhang is a professor at The School of Information Science and Technology, Sun Yat-sen University, Guangzhou, China; Zhijun Zhang is a research fellow working at the same institute.
Replayed: Essential Writings on Software Preservation and Game Histories
by Henry LowoodA leading voice in technology studies shares a collection of essential essays on the preservation of software and history of games.Since the early 2000s, Henry E. Lowood has led or had a key role in numerous initiatives devoted to the preservation and documentation of virtual worlds, digital games, and interactive simulations, establishing himself as a major scholar in the field of game studies. His voluminous writings have tackled subject matter spanning the history of game design and development, military simulation, table-top games, machinima, e-sports, wargaming, and historical software archives and collection development. Replayed consolidates Lowood's far-flung and significant publications on these subjects into a single volume. Lowood offers important historical contexts for digital and analog game objects and their implications for both documentation and preservation. Replayed is divided into three sections focused on archives, documentation, and the preservation of historical software, game histories and historiography, and future directions. The volume includes two previously unpublished essays, along with Lowood's reflective section introductions that provide a contemporary take on his previously published works. Rounding out the book are a foreword by Matthew G. Kirschenbaum detailing Lowood's sustained commitment to games, an introduction by editor Raiford Guins sharing Lowood's scholarly and curatorial pursuits, and an extensive interview with Lowood on his personal and professional background conducted by T. L. Taylor. For those interested in the history of technology, game studies, libraries, archives, and museums, Replayed presents the opportunity to read Lowood's works—writing that remains timely, skillfully executed, and rigorously researched—as a major project chronicling the history of games and forecasting the opportunities and challenges faced by future game historians.
Report of a Workshop of Pedagogical Aspects of Computational Thinking
by The National Academy of SciencesIn 2008, the Computer and Information Science and Engineering Directorate of the National Science Foundation asked the National Research Council (NRC) to conduct two workshops to explore the nature of computational thinking and its cognitive and educational implications. The first workshop focused on the scope and nature of computational thinking and on articulating what "computational thinking for everyone" might mean. A report of that workshop was released in January 2010. Drawing in part on the proceedings of that workshop, Report of a Workshop of Pedagogical Aspects of Computational Thinking, summarizes the second workshop, which was held February 4-5, 2010, in Washington, D. C. , and focuses on pedagogical considerations for computational thinking. This workshop was structured to gather pedagogical inputs and insights from educators who have addressed computational thinking in their work with K-12 teachers and students. It illuminates different approaches to computational thinking and explores lessons learned and best practices. Individuals with a broad range of perspectives contributed to this report. Since the workshop was not intended to result in a consensus regarding the scope and nature of computational thinking, Report of a Workshop of Pedagogical Aspects of Computational Thinking does not contain findings or recommendations.
Report on China Smart Education 2022: Digital Transformation of Chinese Education Towards Smart Education (SpringerBriefs in Education)
by China National Academy of Edu., SciencesThis book aims to reflect the digital transformation of Chinese education toward smart education comprehensively and accurately. It is the first systematic summary of the progress of smart education in China. The book believes that smart education is a new education form in the digital era and is essentially distinct from education forms in the industrial era. This new education form is innovative in five dimensions. First is the new core concept. Smart education is not only a concrete action concerning people’s well-being, but also a vital strategy concerning national plans. Through technology empowerment and data drive, it empowers educational reform in all aspects, systematically constructs a new relationship between education and society, provides suitable education for each learner, and makes the aptitude-based teaching that we have been dreaming of for thousands of years a reality. For the first time in history, smart education helps to reach the full alignment between individual development and societal development. Second is the new system structure. Smart education will break through the boundaries of school education, drive the diversified combination of various education types, resources, and elements, promote the collaboration of school, family, and society in education, and build a high-quality, individualized lifelong learning system that is available for anyone anywhere anytime. Third is the new teaching paradigm. Smart education will integrate physical, social, and digital spaces to create new learning scenarios and promote human–technology integration, and cultivate cross-grade, cross-class, and cross-discipline learning communities across time and space to organically combine large-scale education with individualized cultivation. Fourth is the new educational content. Smart education will focus on developing all-round education, establishing digital knowledge graphs based on systematic logics of knowledge points, and innovating content presentation methods to make learning a wonderful experience and help learners develop higher-order thinking skills, comprehensive innovation capability, and lifelong learning ability. Fifth is the new education governance. With data governance at the core and digital intelligence technology as the driver, smart education will boost the holistic reengineering of education administration and business processes and enhance the modernization of the education governance system and governance capacity. This book is intended for teachers, education administrators, education policymakers, education researchers, and parents concerned about education innovation and development, as well as people from all walks of life who have aspirations for the education industry. It can also serve as a reference for international organizations and education research institutions of all countries to promote the joint exploration of the development path of smart education and create a better future for the world’s mutual development through educational reform.
Report on China Smart Education 2023: Towards a Higher Level of Digital Education (Research in Chinese Education)
by China National Academy of Educational SciencesThis book provides a comprehensive overview of the development of smart education in China. It defines smart education as a higher level of digital education that can be divided into four stages, including resource sharing, data-driven, integration with AI, and ecology reshaping. It proposes five practical paths for the development of smart education in China, such as cultivating innovation literacy as its goal and data empowerment as its core, and it develops an evaluation framework consisting of four dimensions, including extensive connectivity, innovative application, mechanism guarantee, and literacy improvement. Finally, it also identifies five trends in the global development of digital education. This book serves as a valuable resource for teachers, education administrators, education researchers, and other readers who are interested in educational innovation and development in China.
Reporting in TFS
by Dipti ChhatrapatiThis book is intended for developers, testers, architects, and project managers who want to explore and make use of the reporting facilities of Team Foundation Server 2013. Although no previous experience of reporting is required, a basic understanding of the Team Foundation Components and project templates would be a plus.
Reporting with Microsoft SQL Server 2012
by James Serra Bill AntonThis is a step-by-step tutorial that deals with Microsoft Server 2012 reporting tools:SSRS and Power View. If you are a BI developer, consultant, or architect who wishes to learn how to use SSRS and Power View, and want to understand the best use for each tool, then this book will get you up and running quickly. No prior experience is required with either tool!
Reporting with Visual Studio and Crystal Reports
by Mahmoud ElkoushA fast-paced, example-based guide to learn how to create a reporting application using Visual Studio and Crystal Reports."Reporting with Visual Studio and Crystal Reports" is for developers new to Crystal Reports. It will also prove useful to intermediate users who wish to explore some new techniques in Crystal Reports using Microsoft Visual Studio. Readers are expected to have basic knowledge of C#, Microsoft Visual Studio, and Structured Query Language (SQL).
Repositioning Platforms in Digital Market Law (European Union and its Neighbours in a Globalized World #15)
by Dušan V. Popović Rainer KulmsOnline platforms and their ecosystems are the cornerstone of the digital economy. They have brought forth positive network effects. But they are also known for their information asymmetries, their potential for market failures and their problematic relationship with data protection law. This volume provides a detailed analysis of the current process of repositioning online platforms in the digital economy as regulators express concerns about the evolution from mere intermediaries to gatekeepers. The exclusive reliance on competition law instruments has proven to be incapable of coping with cases of platforms abusing their market power. Therefore, the book explores the European Union's new approach to digital markets consisting in the adoption or drafting of new legislative instruments, such as the Digital Markets Act, Digital Services Act, Proposal of AI Act, Proposal of Data Act, Proposal of Data Governance Act. The EU's emphasis on new regulatory ex ante instruments (as in the Digital Markets Act) calls for an assessment of their overlap or their interface with existing supranational and national competition rules. The book transcends mere competition law thinking by exploring the status of online platforms from the perspective of trade law rules, unfair competition law, data protection rules and intellectual property law. But in view of the global reach of online platforms, the risks of a jurisdiction-wise approach with conflicting regulatory strategies are all too clear. The volume therefore includes comparative studies on Australia and the USA. The potential impact of regulatory policy choices will also be assessed from the economic perspective. The book's message is not be confined to researchers and academics. It is also of great importance to practitioners in the digital sector who stand to benefit from the analysis of the law of online platforms, undertaken by a working group of renowned authors coming from different jurisdictions.
Representation and Management of Narrative Information
by Gian Piero ZarriA big amount of important, 'economically relevant' information, is buried within the huge mass of multimedia documents that correspond to some form of 'narrative' description. Due to the ubiquity of these 'narrative' resources, being able to represent in a general, accurate, and effective way their semantic content - i.e., their key 'meaning' - is then both conceptually relevant and economically important. In this book, we present the main properties of NKRL ('Narrative Knowledge Representation Language'), a language expressly designed for representing, in a standardised way, the 'meaning' of complex multimedia narrative documents. NKRL is a fully implemented language/environment. The software exists in two versions, an ORACLE-supported version and a file-oriented one. Written from a multidisciplinary perspective, this exhaustive description of NKRL and of the associated knowledge representation principles will be an invaluable source of reference for practitioners, researchers, and graduates.
Representation and Reality in Humans, Other Living Organisms and Intelligent Machines (Studies in Applied Philosophy, Epistemology and Rational Ethics #28)
by Gordana Dodig-Crnkovic Raffaela GiovagnoliThis book enriches our views on representation and deepens our understanding of its different aspects. It arises out of several years of dialog between the editors and the authors, an interdisciplinary team of highly experienced researchers, and it reflects the best contemporary view of representation and reality in humans, other living beings, and intelligent machines. Structured into parts on the cognitive, computational, natural sciences, philosophical, logical, and machine perspectives, a theme of the field and the book is building and presenting networks, and the editors hope that the contributed chapters will spur understanding and collaboration between researchers in domains such as computer science, philosophy, logic, systems theory, engineering, psychology, sociology, anthropology, neuroscience, linguistics, and synthetic biology.
Representation in Machine Learning (SpringerBriefs in Computer Science)
by M. N. Murty M. AvinashThis book provides a concise but comprehensive guide to representation, which forms the core of Machine Learning (ML). State-of-the-art practical applications involve a number of challenges for the analysis of high-dimensional data. Unfortunately, many popular ML algorithms fail to perform, in both theory and practice, when they are confronted with the huge size of the underlying data. Solutions to this problem are aptly covered in the book. In addition, the book covers a wide range of representation techniques that are important for academics and ML practitioners alike, such as Locality Sensitive Hashing (LSH), Distance Metrics and Fractional Norms, Principal Components (PCs), Random Projections and Autoencoders. Several experimental results are provided in the book to demonstrate the discussed techniques’ effectiveness.
Representation Learning: Propositionalization and Embeddings
by Nada Lavrač Vid Podpečan Marko Robnik-ŠikonjaThis monograph addresses advances in representation learning, a cutting-edge research area of machine learning. Representation learning refers to modern data transformation techniques that convert data of different modalities and complexity, including texts, graphs, and relations, into compact tabular representations, which effectively capture their semantic properties and relations. The monograph focuses on (i) propositionalization approaches, established in relational learning and inductive logic programming, and (ii) embedding approaches, which have gained popularity with recent advances in deep learning. The authors establish a unifying perspective on representation learning techniques developed in these various areas of modern data science, enabling the reader to understand the common underlying principles and to gain insight using selected examples and sample Python code. The monograph should be of interest to a wide audience, ranging from data scientists, machine learning researchers and students to developers, software engineers and industrial researchers interested in hands-on AI solutions.
Representation Learning for Natural Language Processing
by Zhiyuan Liu Yankai Lin Maosong SunThis book provides an overview of the recent advances in representation learning theory, algorithms, and applications for natural language processing (NLP), ranging from word embeddings to pre-trained language models. It is divided into four parts. Part I presents the representation learning techniques for multiple language entries, including words, sentences and documents, as well as pre-training techniques. Part II then introduces the related representation techniques to NLP, including graphs, cross-modal entries, and robustness. Part III then introduces the representation techniques for the knowledge that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, legal domain knowledge and biomedical domain knowledge. Lastly, Part IV discusses the remaining challenges and future research directions.The theories and algorithms of representation learning presented can also benefit other related domains such as machine learning, social network analysis, semantic Web, information retrieval, data mining and computational biology. This book is intended for advanced undergraduate and graduate students, post-doctoral fellows, researchers, lecturers, and industrial engineers, as well as anyone interested in representation learning and natural language processing.As compared to the first edition, the second edition (1) provides a more detailed introduction to representation learning in Chapter 1; (2) adds four new chapters to introduce pre-trained language models, robust representation learning, legal knowledge representation learning and biomedical knowledge representation learning; (3) updates recent advances in representation learning in all chapters; and (4) corrects some errors in the first edition. The new contents will be approximately 50%+ compared to the first edition. This is an open access book.