Hands-on question answering systems with BERT : Applications in neural networks and natural language processing
Begins with an overview of the technology landscape behind BERT. It takes you through the basics of NLP, including natural language understanding with tokenization, stemming, and lemmatization, and bag of words. Next, you’ll look at neural networks for NLP starting with its variants such as recurrent neural networks, encoders and decoders, bi-directional encoders and decoders, and transformer models. Along the way, you’ll cover word embedding and their types along with the basics of BERT. After this solid foundation, you’ll be ready to take a deep dive into BERT algorithms such as masked language models and next sentence prediction. You’ll see different BERT variations followed by a hands-on example of a question answering system. You will: Examine the fundamentals of word embeddings / Apply neural networks and BERT for various NLP tasks / Develop a question-answering system from scratch / Train question-answering systems for your own data
Handbook of Social Movements Across Disciplines
Researchers and students from divergent academic disciplines share an interest in the study of social movements and collective action. Through a variety of disciplinary approaches and techniques, researchers seek to understand the emergence and development of collective action. In the last few decades, the field of social-movements-studies has proliferated enormously, covering a wide array of movements, issues and places. With this growth, social movement scholars have criticized the traditional vision of collective mobilization as the results of irrational behavior and have instead developed a range of new approaches. The expansion of the field has also led to increased theoretical debates and attempts to synthesize the different perspectives. With this in mind, this seminal volume revisits the disciplinary roots of social movement studies. Each discipline raises its own questions and approaches the subject from a different perspective. This volume combines these divergent perspectives into one cohesive, comprehensive work.
Handbook of Resilience in Children
Even the most significant technological and medical advances of the 21st century have been tempered by the increasing risk posed to children in the form of such stressors as poverty, victimization, and family dysfunction. To overcome such challenging societal pressures, children must become skilled in navigating through these turbulent times. With the proper support from parents, extended families, and communities, children are much more likely to experience positive development rather than dysfunction in their adult lives.
Handbook of Nature-Inspired and Innovative Computing : Integrating Classical Models with Emerging Technologies
This comprehensive handbook, the first of its kind to address the connection between nature-inspired and traditional computational paradigms, is a repository of case studies dealing with different problems in computing and solutions to these problems based on nature-inspired paradigms. The "Handbook of Nature-Inspired and Innovative Computing: Integrating Classical Models with Emerging Technologies" is an essential compilation of models, methods, and algorithms for researchers, professionals, and advanced-level students working in all areas of computer science, IT, biocomputing, and network engineering.
Handbook of mental health services for children, adolescents, and families
Social, economic, and theoretical changes in the current clinical landscape are adding up to profound changes in children’s services--not the least of which is an expanded need for mental health services. Professionals--novices and veteran clinicians alike--wonder how to fill this demand in the present climate of turf wars, reorganizations, and budget cuts. The Handbook of Mental Health Services for Children, Adolescents, and Families cogently analyzes the issues and provides the answers, from current issues and emerging therapeutic trends to new avenues of treatment. Thoroughly researches and documented buy industry experts, it presents the widest range of mental health services available to youth and their families.
Handbook of International Investment Law and Policy
The Handbook will feature more than 80 contributions from leading experts (academics, lawyers, government officials), including Vivienne Bath, M. Sornarajah, Mélida Hodgson, Rahul Donde, Roberto Echandi, Andrew Mitchell, Ernst-Ulrich Petersmann, Christina L. Beharry, Krista Nadakavukaren Schefer, Leon Trakman, Prabhash Ranjan, Emmanuel Jacomy, Mariel Dimsey, Stavros Brekoulakis, Romesh Weeramantry, Nathalie Bernasconi-Osterwalder, David Collins, Damilola S. Olawuyi, Katia Fach Gomez, Jaemin Lee, Alejandro Carballo-Leyda, Patrick W. Pearsall, Mark Feldman, Surya Deva, Luke Nottage, Rafael Leal-Arcas, James Nedumpara, Rodrigo Polanco, etc.
Handbook of International Insurance : Between Global Dynamics and Local Contingencies
The globalization of insurance markets means that understanding both international developments and local trends around the world is now fundamental for insurance executives coping with today’s complex and competitive environment. By providing such a comprehensive picture of the world’s insurance markets, this unique and necessary book becomes an essential tool for anyone seeking to operate wisely and successfully"This book depicts in an outstanding way the dichotomy of the insurance world today, which is still torn between global approaches and local solutions. Both insurance professionals and academics will profit enormously from its intelligent insights.
Handbook of Hydroxyacetophenones : Preparation and Physical Properties
This Handbook is the reference on hydroxyacetophenones. It is a powerful synthesis tool for the researcher or industrial producers. Nowhere else are so many compounds covered or the physical properties and relevant syntheses provided. It provides a wide choice of hydroxyketones required to achieve syntheses based upon this range of intermediates. In this Handbook the diverse ways of obtaining over 3000 hydroxyacetophenones are described and their physico-chemical properties and spectroscopic data references are indicated. The Handbook is presented in dictionary style, with a logical classification of the ketones, making the information easily available for consultation.
Handbook of High -Temperature Superconductivity : Theory and Experiment
Handbook of High-Temperature Superconductvity is a comprehensive and in-depth treatment of both experimental and theoretical methodologies. It's a unified, coherent work providing a global view of high-temperature superconductivity covering the materials, the relationships with heavy-fermion and organic systems, and the many formidable challenges that remain.
Handbook of Evidence-Based Therapies for Children and Adolescents : Bridging Science and Practice
Growing numbers of young people—some 10% to 20% of school-age populations—have mental health problems requiring intervention, and current policy initiatives identify evidence-based therapies as the most effective and relevant forms of treatment. By reviewing evidence-based treatments (EBTs) across a wide spectrum of conditions, the Handbook of Evidence-Based Therapies for Children and Adolescents: Bridging Science and Practice closes the gaps between children’s needs and services as well as those between research, training, and practice, Several EBT options, both proved and promising, are offered for each covered disorder and are bolstered by case examples, tables, and reference lists. Features include chapters on implementation issues such as diversity, family treatment, assessment strategies, and community settings, and step-by-step guidance for the researcher looking to gather empirical support for therapies.
Handbook of employment discrimination research : Rights and realities
This volume contains acollection of original papersbyleadinglegal scholars and social scientists that develop new perspectivesonanti-discriminationlaw, with anemphasison employment discrimination. The volume is introduced by three papers that broadly an-alyze anti-discriminationlaw andits relationshiptoexisting socialscience. we write as lawyer-sociologists attemptingto advance a socio-legalunderstanding of employment discrimination law. We examine the debate amongcom-petingconceptions of the anti-discrimination law which argue that the law has becometoo expansive, is too weak, or is too reliant on litigation. After review in gdoctrinal developments in the law and trends in claiming behavior before the EEOC and the federal courts through the 1990s to present, we apply the concept of the pyramid ofdisputes to discrimination claims to assess the ongoingdebate. Although the analysis demonstrates that there are significant gaps in our knowledge of how employment dis-crimination claims arise and are dealt with, it also suggests that the current system isdramatically under-inclusive of potentialclaimants.
Handbook of employment discrimination research : Rights and realities
this book includes original contributions from many of the legal scholars, economists, psychologists, sociologists, political scientists, and historians who are at the forefront of new research on discrimination and law. The Handbook of Employment Discrimination Research encompasses critical discussions across different social science disciplines, as well as between legal scholars and social scientists. As a collection, it suggests a broad reconsideration of employment discrimination and its treatment in law.
Handbook of Complex Occupational Disability Claims : Early Risk Identification, Intervention, and Prevention
A book that synthesizes so many diverse viewpoints has the potential to influence both policy and practice across disciplines and cut through politicization of these still poorly understood conditions with evidence. The Handbook is important reading for all clinicians, professionals, and members of rehabilitation and disability management teams, across healthcare, occupational and compensation settings.
Handbook of cell and gene therapy
Intended as a one-stop resource for availability of state-of-the-art information related to cell and gene therapy products for researchers, scientists, management and other academic and research institutions working in the field
Handbook of Bioterrorism and Disaster Medicine
This comprehensive volume, written by experts in the field, is the essential portable handbook on bioterrorism and disaster medicine. The volume covers all pertinent topics with meticulous organization and includes an abundance of invaluable web-based resources. Written as both a practical and clinical guide to various types of disasters, it includes planning and response procedures to help mitigate the impact of disasters on affected individuals and communities. Designed to be used in the field, all the essential aspects are included: public health, bioterror agents, chemical warfare, radioactive agents, manmade disasters, natural disasters, humanitarian disasters, infectious and tropical diseases, and basics of emergency medicine. Handbook of Bioterrorism and Disaster Medicine is the ideal tool for researchers, first responders, medical students, physicians, and other healthcare providers who work in the field.
Haemostasis in Spine Surgery
Blood loss in spine surgery is a significant and very common problem connected with all kinds of surgical procedures. An international faculty of authors provide a comprehensive survey on the research and evidence about blood sparing in spine surgery. This publication fills a gap in the spinal literature and provides invaluable data for all those confronted with blood loss during surgical procedures on the spine.
Groupware : Design, Implementation, and Use ; 14th International Workshop, CRIWG 2008, Omaha, NE, USA, September 14-18, 2008, Revised Selected Papers
This book constitutes the refereed post-conference proceedings of the 14th International Workshop on Groupware: Design, Implementation, and Use, held in Omaha, Nebraska, USA, during September 14-18, 2008.The 30 papers presented were carefully reviewed and selected from numerous submission. The topics covered are groupware solutions, co-located groups, groupware for health care, collaborative systems development, collaborative emergency response, groupware approaches, patterns of collaboration.
Group interventions in schools : Promoting mental health for at-risk children and youth
Children who are labeled at-risk often suffer from severe deficiencies in cognitive, affective, and behavioral skills that, if unaddressed, may lead to limited prospects for future success and well-being. Tapping into the therapeutic potential of groups, this volume presents the theory and practice of cognitive-oriented group-centered counseling – combining intrinsic motivation, efficacy retraining, and targeted play therapy and social role-playing – that can be implemented to help children build core social skills and emotional regulation to complement their classroom instruction.
Group 13 Chemistry III : Industrial Applications
The present issue of Structure and Bonding is dedicated to applied group 13 chemistry, particularly for the elements boron and aluminum, and to a lesser degree gallium and indium. Although boron is a trace element (0.01 g kg 1) in the earth's crust, it has been concentrated in a few locations by geochemical processes and is relatively easy to mine as borax. Aluminum, on the other hand, is the most abundant metal in the earth's crust (82 g kg 1) and dispersed widely throughout the globe. In the chapter Schubert explains the close relationship between the basic properties of the boron compounds and their associated uses. The remaining four chapters focus, to some degree, on aluminum. Since a great deal of literature exists in this area, these chapters are more focused on areas of emerging utility, and contain a great deal of fundamental information. Uhl's contribution in Chapter 2 provides basic synthesis and structural information for aluminum and gallium hydrazides. These types of compounds are being explored as potential molecular precursors to metal nitrides such as the important blue green laser material gallium nitride.
Group 13 Chemistry I : Fundamental New Developments
Depending on the use of the elements, the resulting work can be described under any heading of chemistry. The group 13 elements have been special in this regard due to the very unique characters of the constituent elements. Thus, there is a dramatic change in the properties of the elements when proceeding through the series, B, A1, Ga, In, T1. This difference is one of the main reasons why these elements have seen, and continue to see, such widespread usage in such disparate applications as organic synthesis, electronic and structural materials, and catalysis, to name but a few.



















