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Applied Deep Learning with PyTorch: Demystify neural networks with PyTorch
by Hyatt SalehImplement techniques such as image classification and natural language processing (NLP) by understanding the different neural network architecturesKey FeaturesUnderstand deep learning and how it can solve complex real-world problemsApply deep learning for image classification and text processing using neural networks Develop deep learning solutions for tasks such as basic classification and solving style transfer problemsBook DescriptionMachine learning is rapidly becoming the most preferred way of solving data problems, thanks to the huge variety of mathematical algorithms that find patterns, which are otherwise invisible to us. Applied Deep Learning with PyTorch takes your understanding of deep learning, its algorithms, and its applications to a higher level. The book begins by helping you browse through the basics of deep learning and PyTorch. Once you are well versed with the PyTorch syntax and capable of building a single-layer neural network, you will gradually learn to tackle more complex data problems by configuring and training a convolutional neural network (CNN) to perform image classification. As you progress through the chapters, you’ll discover how you can solve an NLP problem by implementing a recurrent neural network (RNN). By the end of this book, you’ll be able to apply the skills and confidence you've gathered along your learning process to use PyTorch for building deep learning solutions that can solve your business data problems.What you will learnDetect a variety of data problems to which you can apply deep learning solutionsLearn the PyTorch syntax and build a single-layer neural network with itBuild a deep neural network to solve a classification problemDevelop a style transfer modelImplement data augmentation and retrain your modelBuild a system for text processing using a recurrent neural networkWho this book is forApplied Deep Learning with PyTorch is designed for data scientists, data analysts, and developers who want to work with data using deep learning techniques. Anyone looking to explore and implement advanced algorithms with PyTorch will also find this book useful. Some working knowledge of Python and familiarity with the basics of machine learning are a must. However, knowledge of NumPy and pandas will be beneficial, but not essential.
Applied Deep Learning with TensorFlow 2: Learn to Implement Advanced Deep Learning Techniques with Python
by Umberto MichelucciUnderstand how neural networks work and learn how to implement them using TensorFlow 2.0 and Keras. This new edition focuses on the fundamental concepts and at the same time on practical aspects of implementing neural networks and deep learning for your research projects.This book is designed so that you can focus on the parts you are interested in. You will explore topics as regularization, optimizers, optimization, metric analysis, and hyper-parameter tuning. In addition, you will learn the fundamentals ideas behind autoencoders and generative adversarial networks.All the code presented in the book will be available in the form of Jupyter notebooks which would allow you to try out all examples and extend them in interesting ways. A companion online book is available with the complete code for all examples discussed in the book and additional material more related to TensorFlow and Keras. All the code will be available in Jupyter notebook format and can be opened directly in Google Colab (no need to install anything locally) or downloaded on your own machine and tested locally.You will: • Understand the fundamental concepts of how neural networks work• Learn the fundamental ideas behind autoencoders and generative adversarial networks• Be able to try all the examples with complete code examples that you can expand for your own projects• Have available a complete online companion book with examples and tutorials.This book is for:Readers with an intermediate understanding of machine learning, linear algebra, calculus, and basic Python programming.
Applied Degree Education and the Future of Learning (Lecture Notes in Educational Technology)
by Christina Hong Will W. K. MaThis book draws on the responses to learning and teaching and applied education futures thinking, that provide insights into the future of learning. It brings together more than 30 novel and important applied research and scholarly contributions from around the world, including Australia, Canada, Finland, Germany, Hong Kong, Japan, Macau, Mainland China, Malaysia, Morocco, Pakistan, and the UK. The chapters, including reflective essays and practice-based case examples, are divided into five major themes:• Future ready values and competencies for the future of work• Innovative pedagogies in applied degree learning and training• Driving student access, engagement, and success through digital technologies• Intelligent technologies: Embedding the new world of work into applied degrees• Lifelong learning, partnering, and the future of workThis book is important for readers interested in international perspectives on the future of work and professional education.
Applied Degree Education and the Future of Work: Education 4.0 (Lecture Notes in Educational Technology)
by Christina Hong Will W. K. MaThis edited volume sets the stage for discussion on Education 4.0, with a focus on applied degree education and the future of work. Education 4.0 refers to the shifts in the education sector in response to Industry 4.0 where digital transformation is impacting the ways in which the world of work and our everyday lives are becoming increasingly automated. In the applied degree sector, significant change and transformation is occurring as leaders, educators and partners evolve smart campus environments to include blended learning, artificial intelligence, data analytics, BYOD devices, process automation and engage in curriculum renewal for and with industries and professions. This volume aims to profile and enhance the contribution of applied educational practice and research particularly in the applied degree sector and includes contributions that show case real world outcomes with students and industry as partners. This edited volume includes a wide range of topics, such as rethinking the role of education and educators; curriculum and the future of work; industrial partnership, collaboration and work integrated learning; vocational and professional practices; students, industry and professions as partners; employability skills and qualities for the 21st century world of work; innovative pedagogy and instructional design; adaptive learning technologies; and data analytics, assessment and feedback. The contributors come from different parts of the world in higher education, including, Canada, China, Finland, Germany, Hong Kong, Italy, Macau, Singapore and the United Kingdom.
Applied Degree Education and the Shape of Things to Come (Lecture Notes in Educational Technology)
by Christina Hong Will W. K. MaThis edited book seeks to evolve a global community of practice to share case studies, engage in critical discussion and spearhead thought leadership, to address the paradigm shift in next generation educational practice. This book showcases novel research studies in various forms and engenders interdisciplinary conversation and exchange concerning innovation, technology, and the role of applied education in workforce futures. It also equips readers with global perspectives on the latest developments in applied degree education and thinking on new education futures.
Applied Demography: An Introduction To Basic Concepts, Methods, And Data (Applied Demography Ser. #1)
by Steve H. MurdockThis text aims to help the novice understand demographic variables and analyze their impact on specific private and public sector interests. Examples are employed to demonstrate a wide range of techniques, and the book discusses software products from the 1990 US census that may revolutionize the use of demographic data by business and government.
Applied Demography and Public Health (Applied Demography Series #3)
by Benjamin S. Bradshaw Mary A. Mcgehee Nazrul HoqueThis book combines the disciplines of applied demography and public health by describing how applied demographic techniques can be used to help address public health issues. Besides addressing the impact of aging on health and health-related expenditure, cause-specific mortality, and maternal health and morbidity, the book provides several chapters on special analysis and methodological issues. The chapters provide a number of resources and tools that can be used in conducting research aimed at promoting public health. These resources include information on a variety of health research datasets, different statistical methodologies for analyzing health-related data and developing concepts related to health status, methodologies for forecasting or projecting disease incidences and associated costs, and discussions of demographic concepts used to measure population health status.
Applied Demography and Public Health in the 21st Century (Applied Demography Series #8)
by Mary A. Mcgehee M. Nazrul Hoque Beverly PecotteThis book demonstrates different statistical techniques for analyzing health-related data as well as providing new techniques for forecasting and/or projecting the incidence of diseases/disorders. It presents information on a variety of health related issues from the developed and developing world. Featuring cutting edge research from distinguished applied demographers and public health specialists, the book bridges the gap between theory and research. Each chapter provides methods and materials that can be used to conduct further research aimed at promoting public health issues. This book is intended for public health professionals, health policy makers, social epidemiologists, administrators, researchers, and students in the fields of applied demography and public health who are interested in exploring the potential of ground-breaking research or who want to further develop their existing research techniques. It complements another volume in the Applied Demography Series, Applied Demography and Public Health (Springer, 2013), which describes how applied demographic techniques can be used to help address public health issues.
Applied Dental Materials
by John F. Mccabe Angus WallsThis textbook covers all aspects of materials science relevant to the practice of dentistry. It is aimed primarily at undergraduate dental students, although it will also be useful for practising dentists, dental technicians and dental assistants.The 9th edition has been extensively revised to include the many advances in dental materials and their use that have occurred during the past nine years. The chapters on Resin-based filling materials and Adhesive restorative materials have been expanded significantly with new coverage of fibre reinforcement of composite structures and polymerisable luting agents. A brand new chapter has been added on endodontic materials.
Applied Depth of Field (Routledge Revivals)
by Alfred A. BlakerApplied Depth of Field (1985) is a complete and convenient guide for all kinds of photographers who need to exercise control over depth of field. This book assists photographers at all levels – from moderately experienced amateurs right up through working professionals – in learning how to control and to use depth of field, efficiently and quickly, for making all types of photo images.
Applied Design Research: A Mosaic of 22 Examples, Experiences and Interpretations Focussing on Bridging the Gap between Practice and Academics
by Peter JooreDesign and research are two fields of knowledge that each has its traditions, methods, standards and practices. These two worlds appear to be quite separate, with researchers investigating what exists, and designers visualising what could be. This book builds a bridge between both worlds by showing how design and research can be integrated to develop a new field of knowledge. Applied Design Research: A Mosaic of 22 Examples, Experiences and Interpretations Focussing on Bridging the Gap between Practice and Academics contains 22 inspiring reflections that demonstrate how the unique qualities of research (aimed at studying the present) and design (aimed at developing the future) can be combined. This book shows that the transdisciplinary approach is applicable in a multitude of sectors, ranging from healthcare, urban planning, circular economy, and the food industry. Arranged in five parts, the book offers a range of illustrative examples, experiences, methods, and interpretations. Together they make up the characteristic of a mosaic, each piece contributing a part of the complete picture, and all pieces together offering a multi-facted perspective of what applied design research is, how it is implemented and what the reader can expect from it. This book with its bearings in practice can enthuse early-stage researchers with the diversity of its examples, while more senior design researchers may recognize themselves in the depth of the experiences described and be inspired by them. The Open Access version of this book, available at www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives 4.0 license.
Applied Design Research in Living Labs and Other Experimental Learning and Innovation Environments
by Peter Joore Anja Overdiek Wina Smeenk Koen Van TurnhoutExperimental Learning and Innovation Environments, such as Living Labs, Field Labs, and Urban Innovation Labs, are increasingly used to connect multi-stakeholders in envisioning, creating, experimenting, learning, and trying out novel responses to diverse societal challenges. With designers facilitating the co-creation processes that take place in these labs, the design discipline plays an important role in these experimental environments.Applied Design Research in Living Labs and other Experimental Learning and Innovation Environments combines a focus on Experimental Learning and Innovation Environments (or Living Labs) with a focus on Applied Design Research. It offers an interdisciplinary perspective by bringing together diverse stakeholders from different disciplines. The book will adopt an interdisciplinary perspective, integrating insights from design, innovation, sociology, technology, and other relevant fields. It showcases real-world examples and case studies of successful Applied Design Research in Living Labs and focuses on design dilemmas that emerge while working in these Experimental Learning and Innovation Environments. The book explores the role of various stakeholders, including the roles that may play out during the development of Experimental Learning and Innovation Environments, and goes on to discuss the balance between fixed or fluid roles of these stakeholders and the polarity between working within one specific discipline versus working with various expertise or disciplines.Designers, government representatives, and researchers who apply a living lab approach to solve multi-stakeholder challenges in various fields by applying Urban Innovation Labs, Energy Living Labs, Mobility Living Labs, Health Living Labs, Education Living Labs, or Social Living Labs will find this book of interest.The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.
Applied Differential Equations: The Primary Course (Textbooks in Mathematics #18)
by Vladimir A. DobrushkinThis book started as a collection of lecture notes for a course in differential equations taught by the Division of Applied Mathematics at Brown University. To some extent, it is a result of collective insights given by almost every instructor who taught such a course over the last 15 years. Therefore, the material and its presentation covered in this book were practically tested for many years. This text is designed for a two-semester sophomore or junior level course in differential equations. It offers novel approaches in presentation and utilization of computer capabilities. This text intends to provide a solid background in differential equations for students majoring in a breadth of fields. Differential equations are described in the context of applications. The author stresses differential equations constitute an essential part of modeling by showing their applications, including numerical algorithms and syntax of the four most popular software packages. Students learn how to formulate a mathematical model, how to solve differential equations (analytically or numerically), how to analyze them qualitatively, and how to interpret the results. In writing this textbook, the author aims to assist instructors and students through: •Showing a course in differential equations is essential for modeling real-life phenomena.•Stressing the mastery of traditional solution techniques and presenting effective methods, including reliable numerical approximations. •Providing qualitative analysis of ordinary differential equations. The reader should get an idea of how all solutions to the given problem behave, what are their validity intervals, whether there are oscillations, vertical or horizontal asymptotes, and what is their long-term behavior.•The reader will learn various methods of solving, analysis, visualization, and approximation, exploiting the capabilities of computers. •Introduces and employs Maple™, Mathematica®, MatLab®, and Maxima. •This textbook facilitates the development of the student’s skills to model real-world problems. Ordinary and partial differential equations is a classical subject that has been studied for about 300 years. The beauty and utility of differential equations and their application in mathematics, biology, chemistry, computer science, economics, engineering, geology, neuroscience, physics, the life sciences, and other fields reaffirm their inclusion in myriad curricula. A great number of examples and exercises make this text well suited for self-study or for traditional use by a lecturer in class. Therefore, this textbook addresses the needs of two levels of audience, the beginning and the advanced.
Applied Differential Equations with Boundary Value Problems (Textbooks in Mathematics)
by Vladimir DobrushkinApplied Differential Equations with Boundary Value Problems presents a contemporary treatment of ordinary differential equations (ODEs) and an introduction to partial differential equations (PDEs), including their applications in engineering and the sciences. This new edition of the author’s popular textbook adds coverage of boundary value problems. The text covers traditional material, along with novel approaches to mathematical modeling that harness the capabilities of numerical algorithms and popular computer software packages. It contains practical techniques for solving the equations as well as corresponding codes for numerical solvers. Many examples and exercises help students master effective solution techniques, including reliable numerical approximations. This book describes differential equations in the context of applications and presents the main techniques needed for modeling and systems analysis. It teaches students how to formulate a mathematical model, solve differential equations analytically and numerically, analyze them qualitatively, and interpret the results.
Applied Diffusion Processes from Engineering to Finance (Wiley-iste Ser.)
by Jacques Janssen Oronzio Manca Raimondo MancaThe aim of this book is to promote interaction between engineering, finance and insurance, as these three domains have many models and methods of solution in common for solving real-life problems. The authors point out the strict inter-relations that exist among the diffusion models used in engineering, finance and insurance. In each of the three fields, the basic diffusion models are presented and their strong similarities are discussed. Analytical, numerical and Monte Carlo simulation methods are explained with a view to applying them to obtain the solutions to the different problems presented in the book. Advanced topics such as nonlinear problems, Lévy processes and semi-Markov models in interactions with the diffusion models are discussed, as well as possible future interactions among engineering, finance and insurance. Contents 1. Diffusion Phenomena and Models.2. Probabilistic Models of Diffusion Processes.3. Solving Partial Differential Equations of Second Order.4. Problems in Finance.5. Basic PDE in Finance.6. Exotic and American Options Pricing Theory.7. Hitting Times for Diffusion Processes and Stochastic Models in Insurance.8. Numerical Methods.9. Advanced Topics in Engineering: Nonlinear Models.10. Lévy Processes.11. Advanced Topics in Insurance: Copula Models and VaR Techniques.12. Advanced Topics in Finance: Semi-Markov Models.13. Monte Carlo Semi-Markov Simulation Methods.
Applied Digital Signal Processing
by Dimitris G. Manolakis Vinay K. IngleManolakis and Ingle introduce the basic concepts and methodologies of DSP, leading students through the fundamental mathematical principles underlying signal processing. Students are shown how theory and practice connect as the authors: blend theory with practical implementation provide simple arguments and cases rather than detailed general proofs outline the limitations of digital signal processing teach through Matlab focus on algorithms that are of theoretical importance or useful in real-world applications Book jacket.
Applied Directional Statistics: Modern Methods and Case Studies (Chapman & Hall/CRC Interdisciplinary Statistics)
by Christophe Ley Thomas VerdeboutThis book collects important advances in methodology and data analysis for directional statistics. It is the companion book of the more theoretical treatment presented in Modern Directional Statistics (CRC Press, 2017). The field of directional statistics has received a lot of attention due to demands from disciplines such as life sciences or machine learning, the availability of massive data sets requiring adapted statistical techniques, and technological advances. This book covers important progress in bioinformatics, biology, astrophysics, oceanography, environmental sciences, earth sciences, machine learning and social sciences.
Applied Discourse Analysis: Popular Culture, Media, and Everyday Life
by Arthur Asa BergerThis book, written in an accessible style and illustrated with drawings by the author and with many other images, discusses the basic principles of discourse theory and applies them to various aspects of popular culture, media and everyday life. Among the topics it analyzes are speed dating, advertising, jokes, language use, myths, fairy tales and material culture.
Applied Discrete-Choice Modelling (Routledge Library Editions: Econometrics)
by David A. Hensher Lester W. JohnsonOriginally published in 1981. Discrete-choice modelling is an area of econometrics where significant advances have been made at the research level. This book presents an overview of these advances, explaining the theory underlying the model, and explores its various applications. It shows how operational choice models can be used, and how they are particularly useful for a better understanding of consumer demand theory. It discusses particular problems connected with the model and its use, and reports on the authors’ own empirical research. This is a comprehensive survey of research developments in discrete choice modelling and its applications.
Applied Discrete-Time Queues
by Attahiru S. AlfaThis book introduces the theoretical fundamentals for modeling queues in discrete-time, and the basic procedures for developing queuing models in discrete-time. There is a focus on applications in modern telecommunication systems. It presents how most queueing models in discrete-time can be set up as discrete-time Markov chains. Techniques such as matrix-analytic methods (MAM) that can used to analyze the resulting Markov chains are included. This book covers single node systems, tandem system and queueing networks. It shows how queues with time-varying parameters can be analyzed, and illustrates numerical issues associated with computations for the discrete-time queueing systems. Optimal control of queues is also covered. Applied Discrete-Time Queues targets researchers, advanced-level students and analysts in the field of telecommunication networks. It is suitable as a reference book and can also be used as a secondary text book in computer engineering and computer science. Examples and exercises are included.
Applied Drama and Person-Centred Nursing: How drama can enhance the education and performance of person-centred practice
by Karl Tizzard-KleisterThis ground-breaking book highlights and extends on the increasing number of research and practice collaborations between the disciplines of drama and nursing across the globe. Uniquely, it presents how drama-based interactive education can enable nursing students to develop an embodied understanding of sympathetic presence within a person-centred curriculum. This text provides meaningful insights into how to cultivate approaches to be person-centred and sympathetically present in every interaction with others through the application of drama-based methods. The work described within seeks to show how applying drama can help people perform more effective person-centred practices, with applied drama approaches which are in turn more person-centred.By focusing on the author’s innovative doctoral research study, this book seeks to show how taking part in expertly designed drama practice alongside nursing education leads nurses towards engaging more in person-centredness, overcoming their personal vulnerabilities, showing an enhanced ability to attend to others, and a greater understanding of how to perform presence. Meanwhile showing applied drama practitioners how they can understand facilitation practice through sympathetic presence to discover practical ways to approach an aesthetics of care in their practice.This book offers a process for nurse educators and applied drama artists to work together in a mutual exchange, where both fields can contribute specialised expertise in developing the next generation of person-centred practitioners.
Applied Dynamic Economics (Routledge Library Editions)
by Kenneth K. KuriharaCollecting together papers from international journals, this book encompasses economics and the philosophical, historical, technical and practical facets of the real world. Grouped together in three separate, yet related parts, the essays deal with 'Problems of Developed Economies', 'Problems of Developing Economies' and 'International Prosperity and Progress'. Reviews of relevant books by Roy Harrod, T. Haavelmo, W. A. Lewis and T. Barna have been included as appendices. Truly international in its coverage and sources, this collection includes articles from the USA, Japan, the UK, India, Italy, Switzerland and Jamaica.
Applied Dynamics
by Haim BaruhGain a Greater Understanding of How Key Components WorkUsing realistic examples from everyday life, including sports (motion of balls in air or during impact) and vehicle motions, Applied Dynamics emphasizes the applications of dynamics in engineering without sacrificing the fundamentals or rigor. The text provides a detailed analysis of the princi
Applied Dynamics (CISM International Centre for Mechanical Sciences #507)
by Werner Schiehlen Peter EberhardApplied Dynamics is an important branch of engineering mechanics widely applied to mechanical and automotive engineering, aerospace and biomechanics as well as control engineering and mechatronics. The computational methods presented are based on common fundamentals. For this purpose analytical mechanics turns out to be very useful where D'Alembert's principle in the Lagrangian formulation proves to be most efficient. The method of multibody systems, finite element systems and continuous systems are treated consistently. Thus, students get a much better understanding of dynamical phenomena, and engineers in design and development departments using computer codes may check the results more easily by choosing models of different complexity for vibration and stress analysis.
Applied Ecological Psychology for Schools Within Communities: Assessment and Intervention
by William E. Martin Jody L. SwartzThis volume provides a thorough examination of the interplay between individuals and their environment in the development and maintenance of problem behaviors, and delineates procedures for conducting assessment, intervention, and prevention within the child's ecosystem. As individuals structure, change, and organize their environments, their environments work to do the same. Environmental or contextual and individual variables act reciprocally to shape an individual's behavior. For school-aged youth, this reality necessitates an ecological approach to assessment, intervention, and prevention. Specifically, problem behaviors are partly developed and maintained by a combination of factors present in the child's psychosocial ecosystem -- home, school, and community. Although there is an abundance of theoretical applications and research supporting this concept, the predominant trend has been to emphasize the properties of the person. As a result, one is left to assume that the genesis of difficulties in adaptation lies in internal or personal states and traits of the individual. In contrast to traditional psychology theories which focus primarily on the individual, incorporation of ecological psychology concepts allows for a more comprehensive and in-depth analysis of sources contributing to the individual's ability to adapt to their psychosocial environment. Ecological theories which drive assessment, intervention, and prevention efforts provide the necessary framework for assisting school-aged youth and their associated ecological networks to cope with and overcome the multidetermined, multifaceted concerns that arise during the school years. However, this is an often difficult and cumbersome task for educators, parents, and school systems to undertake. To this end, this volume focuses on the functional application of ecological psychology for schools within communities. Each of the 10 chapters -- written by key figures in school, family, counseling, and community psychology -- explores the use of ecological theory from a different perspective, ranging from focus on the child, the child within the classroom, the classroom teacher, and the community to considerations in working with special populations such as juvenile delinquents and in planning for developmental issues such as school-to-work-transition. The final chapter summarizes and integrates the previous chapters and provides suggestions for future directions in the field.