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This textbook offers an interdisciplinary, comprehensive and state-of-the-art overview of the media linguistics approaches to explain and understand digital communication and multimodality. Linking the fields of communication studies, applied linguistics and journalism, it grounds communication practices in a deep understanding of the social and societal implications of language use in digital media. The tools to analyse multimodal texts are analysed in light of the advantages and constraints that different communication modes pose, both individually and in combination. Aimed at upper level undergraduates and graduates in applied linguistics, communication and media studies, including journalism and PR, this textbook contains case studies and professional examples highlighting the interplay between language use and digital communication and encouraging the reader to reflect on the themes covered, and put the acquired knowledge into practice. Online resources for students include videos, writing techniques, a guide to multimodal texts analysis, additional case studies and a glossary.
This textbook offers an interdisciplinary, comprehensive and state-of-the-art overview of the media linguistics approaches to explain and understand digital communication and multimodality. Linking the fields of communication studies, applied linguistics and journalism, it grounds communication practices in a deep understanding of the social and societal implications of language use in digital media. The tools to analyse multimodal texts are analysed in light of the advantages and constraints that different communication modes pose, both individually and in combination. Aimed at upper level undergraduates and graduates in applied linguistics, communication and media studies, including journalism and PR, this textbook contains case studies and professional examples highlighting the interplay between language use and digital communication and encouraging the reader to reflect on the themes covered, and put the acquired knowledge into practice. Online resources for students include videos, writing techniques, a guide to multimodal texts analysis, additional case studies and a glossary.
This comprehensive guide to sustainable energy builds robust connections between abstract theory and practical applications, providing students with a global perspective on this most timely subject. Includes a succinct refresher on essential thermodynamics, fluid mechanics and heat transfer, giving students a solid foundation on which to build. Introduces technologies for hydropower, biomass, geothermal, ocean, solar and wind energy, and fuel cells, with material on nuclear energy, fossil fuel generation and future energy directions, providing a consistent framework for analyzing past, present and future energy systems. Provides coding examples, and real-world case studies, giving students experience in applying theory to practice. Supported by topics for classroom debate, video solutions, and links to online resources, to interactively engage students and inspire further exploration. With a consistent structure and pedagogy, over 160 end-of-chapter problems, and solutions for instructors, this is the ideal introduction for senior undergraduate and graduate students, and a resource for energy professionals.
This comprehensive guide to sustainable energy builds robust connections between abstract theory and practical applications, providing students with a global perspective on this most timely subject. Includes a succinct refresher on essential thermodynamics, fluid mechanics and heat transfer, giving students a solid foundation on which to build. Introduces technologies for hydropower, biomass, geothermal, ocean, solar and wind energy, and fuel cells, with material on nuclear energy, fossil fuel generation and future energy directions, providing a consistent framework for analyzing past, present and future energy systems. Provides coding examples, and real-world case studies, giving students experience in applying theory to practice. Supported by topics for classroom debate, video solutions, and links to online resources, to interactively engage students and inspire further exploration. With a consistent structure and pedagogy, over 160 end-of-chapter problems, and solutions for instructors, this is the ideal introduction for senior undergraduate and graduate students, and a resource for energy professionals.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This first volume, Foundations, introduces core topics in inference and learning, such as matrix theory, linear algebra, random variables, convex optimization and stochastic optimization, and prepares students for studying their practical application in later volumes. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 600 end-of-chapter problems (including solutions for instructors), 100 figures, 180 solved examples, datasets and downloadable Matlab code. Supported by sister volumes Inference and Learning, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, statistical analysis, data science and inference.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This first volume, Foundations, introduces core topics in inference and learning, such as matrix theory, linear algebra, random variables, convex optimization and stochastic optimization, and prepares students for studying their practical application in later volumes. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 600 end-of-chapter problems (including solutions for instructors), 100 figures, 180 solved examples, datasets and downloadable Matlab code. Supported by sister volumes Inference and Learning, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, statistical analysis, data science and inference.
Stochastic Finance provides an introduction to mathematical finance that is unparalleled in its accessibility. Through classroom testing, the authors have identified common pain points for students, and their approach takes great care to help the reader to overcome these difficulties and to foster understanding where comparable texts often do not. Written for advanced undergraduate students, and making use of numerous detailed examples to illustrate key concepts, this text provides all the mathematical foundations necessary to model transactions in the world of finance. A first course in probability is the only necessary background. The book begins with the discrete binomial model and the finite market model, followed by the continuous Black–Scholes model. It studies the pricing of European options by combining financial concepts such as arbitrage and self-financing trading strategies with probabilistic tools such as sigma algebras, martingales and stochastic integration. All these concepts are introduced in a relaxed and user-friendly fashion.
Stochastic Finance provides an introduction to mathematical finance that is unparalleled in its accessibility. Through classroom testing, the authors have identified common pain points for students, and their approach takes great care to help the reader to overcome these difficulties and to foster understanding where comparable texts often do not. Written for advanced undergraduate students, and making use of numerous detailed examples to illustrate key concepts, this text provides all the mathematical foundations necessary to model transactions in the world of finance. A first course in probability is the only necessary background. The book begins with the discrete binomial model and the finite market model, followed by the continuous Black–Scholes model. It studies the pricing of European options by combining financial concepts such as arbitrage and self-financing trading strategies with probabilistic tools such as sigma algebras, martingales and stochastic integration. All these concepts are introduced in a relaxed and user-friendly fashion.
This new edition has been revised and updated to provide current and comprehensive coverage of essential issues of the international law of the sea in a systematic manner. This book presents two paradigms of the law of the sea: the law of divided oceans and the law of our common ocean. It covers contemporary issues, such as protection of the marine biological diversity, marine plastic pollution, the Arctic, and impacts of climate change on the oceans. Following the clear and accessible approach of previous editions, with many illustrations and tables, The International Law of the Sea continues to help students to best understand the law of the sea.
This new edition has been revised and updated to provide current and comprehensive coverage of essential issues of the international law of the sea in a systematic manner. This book presents two paradigms of the law of the sea: the law of divided oceans and the law of our common ocean. It covers contemporary issues, such as protection of the marine biological diversity, marine plastic pollution, the Arctic, and impacts of climate change on the oceans. Following the clear and accessible approach of previous editions, with many illustrations and tables, The International Law of the Sea continues to help students to best understand the law of the sea.
Australian businesses operate within a complex legal environment, so it's important students and professionals understand their legal obligations. Contemporary Australian Business Law is an authoritative text that makes key legal concepts accessible to business students, while maintaining academic rigour. Written for business students new to studying business law, this text introduces the fundamental legal topics encountered in business, including contracts, business structures, taxation, property and employment. Discussion in each chapter strikes a balance between accessibility and detail to assist understanding of these complex legal issues. A hypothetical scenario running through each chapter scaffolds learning and provides relevant real-world examples of the law in practice. Each chapter includes margin definitions, case boxes that guide students through landmark business law cases, and practice problems that test students' ability to apply their knowledge to realistic situations. Written by experts, Contemporary Australian Business Law is an essential introduction to the Australian legal system for business students.
Australian businesses operate within a complex legal environment, so it's important students and professionals understand their legal obligations. Contemporary Australian Business Law is an authoritative text that makes key legal concepts accessible to business students, while maintaining academic rigour. Written for business students new to studying business law, this text introduces the fundamental legal topics encountered in business, including contracts, business structures, taxation, property and employment. Discussion in each chapter strikes a balance between accessibility and detail to assist understanding of these complex legal issues. A hypothetical scenario running through each chapter scaffolds learning and provides relevant real-world examples of the law in practice. Each chapter includes margin definitions, case boxes that guide students through landmark business law cases, and practice problems that test students' ability to apply their knowledge to realistic situations. Written by experts, Contemporary Australian Business Law is an essential introduction to the Australian legal system for business students.
This popular undergraduate quantum mechanics textbook is now available in a more affordable printing from Cambridge University Press. Unlike many other books on quantum mechanics, this text begins by examining experimental quantum phenomena such as the Stern-Gerlach experiment and spin measurements, using them as the basis for developing the theoretical principles of quantum mechanics. Dirac notation is developed from the outset, offering an intuitive and powerful mathematical toolset for calculation, and familiarizing students with this important notational system. This non-traditional approach is designed to deepen students' conceptual understanding of the subject, and has been extensively class tested. Suitable for undergraduate physics students, worked examples are included throughout and end of chapter problems act to reinforce and extend important concepts. Additional activities for students are provided online, including interactive simulations of Stern-Gerlach experiments, and a fully worked solutions manual is available for instructors.
This popular undergraduate quantum mechanics textbook is now available in a more affordable printing from Cambridge University Press. Unlike many other books on quantum mechanics, this text begins by examining experimental quantum phenomena such as the Stern-Gerlach experiment and spin measurements, using them as the basis for developing the theoretical principles of quantum mechanics. Dirac notation is developed from the outset, offering an intuitive and powerful mathematical toolset for calculation, and familiarizing students with this important notational system. This non-traditional approach is designed to deepen students' conceptual understanding of the subject, and has been extensively class tested. Suitable for undergraduate physics students, worked examples are included throughout and end of chapter problems act to reinforce and extend important concepts. Additional activities for students are provided online, including interactive simulations of Stern-Gerlach experiments, and a fully worked solutions manual is available for instructors.
The fourth edition of this popular textbook retains its focus on the fundamental principles of gene manipulation, providing an accessible and broad-based introduction to the subject for beginning undergraduate students. It has been brought thoroughly up to date with new chapters on the story of DNA and genome editing, and new sections on bioethics, significant developments in sequencing technology and structural, functional and comparative genomics and proteomics, and the impact of transgenic plants. In addition to chapter summaries, learning objectives, concept maps, glossary and key word lists the book now also features new concluding sections, further reading lists and web-search activities for each chapter to provide a comprehensive suite of learning resources to help students develop a flexible and critical approach to the study of genetic engineering.
The fourth edition of this popular textbook retains its focus on the fundamental principles of gene manipulation, providing an accessible and broad-based introduction to the subject for beginning undergraduate students. It has been brought thoroughly up to date with new chapters on the story of DNA and genome editing, and new sections on bioethics, significant developments in sequencing technology and structural, functional and comparative genomics and proteomics, and the impact of transgenic plants. In addition to chapter summaries, learning objectives, concept maps, glossary and key word lists the book now also features new concluding sections, further reading lists and web-search activities for each chapter to provide a comprehensive suite of learning resources to help students develop a flexible and critical approach to the study of genetic engineering.
Uniquely interdisciplinary and accessible, The Cambridge Introduction to Intercultural Communication is the ideal text for undergraduate introductory courses in Intercultural Communication, International Communication and Cross-cultural Communication. Suitable for students and practitioners alike, it encompasses the breadth of intercultural communication as an academic field and a day-to-day experience in work and private life, including international business, public services, schools and universities. This textbook touches on a range of themes in intercultural communication, such as evolutionary and positive psychology, key concepts from critical intercultural communication, postcolonial studies and transculturality, intercultural encounters in contemporary literature and film, and the application of contemporary intercultural communication research for the development of health services and military services. The concise, up-to-date overviews of key topics are accompanied by a wide variety of tasks and eighteen case studies for in-depth discussions, homework, and assessments.
Uniquely interdisciplinary and accessible, The Cambridge Introduction to Intercultural Communication is the ideal text for undergraduate introductory courses in Intercultural Communication, International Communication and Cross-cultural Communication. Suitable for students and practitioners alike, it encompasses the breadth of intercultural communication as an academic field and a day-to-day experience in work and private life, including international business, public services, schools and universities. This textbook touches on a range of themes in intercultural communication, such as evolutionary and positive psychology, key concepts from critical intercultural communication, postcolonial studies and transculturality, intercultural encounters in contemporary literature and film, and the application of contemporary intercultural communication research for the development of health services and military services. The concise, up-to-date overviews of key topics are accompanied by a wide variety of tasks and eighteen case studies for in-depth discussions, homework, and assessments.
Based on classic and cutting-edge research, this textbook shows how grammatical phenomena can best be taught to second language and bilingual learners. Bringing together second language research, linguistics, pedagogical grammar, and language teaching, it demonstrates how linguistic theory and second language acquisition findings optimize classroom intervention research. The book assumes a generative approach but covers intervention studies from a variety of theoretical perspectives. Each chapter describes relevant linguistic structures, discusses core challenges, summarizes research findings, and concludes with classroom and lab-based intervention studies. The authors provide tools to help to design linguistically informed intervention studies, including discussion questions, application questions, case studies, and sample interventions. Online resources feature lecture slides and intervention materials, with data analysis exercises, ensuring the content is clear and ready to use. Requiring no more than a basic course in linguistics, the material serves advanced undergraduates and first-year graduate students studying applied linguistics, education, or language teaching.
Based on classic and cutting-edge research, this textbook shows how grammatical phenomena can best be taught to second language and bilingual learners. Bringing together second language research, linguistics, pedagogical grammar, and language teaching, it demonstrates how linguistic theory and second language acquisition findings optimize classroom intervention research. The book assumes a generative approach but covers intervention studies from a variety of theoretical perspectives. Each chapter describes relevant linguistic structures, discusses core challenges, summarizes research findings, and concludes with classroom and lab-based intervention studies. The authors provide tools to help to design linguistically informed intervention studies, including discussion questions, application questions, case studies, and sample interventions. Online resources feature lecture slides and intervention materials, with data analysis exercises, ensuring the content is clear and ready to use. Requiring no more than a basic course in linguistics, the material serves advanced undergraduates and first-year graduate students studying applied linguistics, education, or language teaching.
Carefully structured and supported with a wealth of examples, Elise Muir provides a clear, concise introduction to the EU legal order. Drawing upon her years of teaching experience, Muir outlines the history of the EU, its key actors, modes of action and its daily relevance. Offering students and instructors an up-to-date textbook, Muir pays attention to the latest developments, including the impacts of Brexit and the Covid-19 crisis. Written for students from a range of disciplines and levels of study, this book explains how the EU legal order works. Muir illuminates the complex and technical areas of EU institutional law through explanatory illustrations, schemes, and textboxes. With this engaging and accessible resource, students will be well-equipped to understand the fundamentals and functioning of the EU legal order.
Carefully structured and supported with a wealth of examples, Elise Muir provides a clear, concise introduction to the EU legal order. Drawing upon her years of teaching experience, Muir outlines the history of the EU, its key actors, modes of action and its daily relevance. Offering students and instructors an up-to-date textbook, Muir pays attention to the latest developments, including the impacts of Brexit and the Covid-19 crisis. Written for students from a range of disciplines and levels of study, this book explains how the EU legal order works. Muir illuminates the complex and technical areas of EU institutional law through explanatory illustrations, schemes, and textboxes. With this engaging and accessible resource, students will be well-equipped to understand the fundamentals and functioning of the EU legal order.
Remedies Cases and Materials in Australian Private Law presents a selection of cases and legislation to introduce students to the remedies available under Australian law. It offers the depth and context required to understand and analyse the application of private law remedies. Developed to accompany the second edition of Remedies in Australian Private Law, and following its accessible and systematic structure, this casebook contains carefully curated extracts from landmark cases, legislation and secondary sources. The selected extracts offer a comprehensive yet concise guide to the application of remedies. Each chapter includes clear explanations of topics and links to material in the principles text, along with flowcharts and diagrams to summarise complex cases and concepts. Review questions encourage students to analyse decisions from important cases and test their knowledge. Written by an expert author team, Remedies Cases and Materials in Australian Private Law is an invaluable resource which enables students to understand remedial law.
Remedies Cases and Materials in Australian Private Law presents a selection of cases and legislation to introduce students to the remedies available under Australian law. It offers the depth and context required to understand and analyse the application of private law remedies. Developed to accompany the second edition of Remedies in Australian Private Law, and following its accessible and systematic structure, this casebook contains carefully curated extracts from landmark cases, legislation and secondary sources. The selected extracts offer a comprehensive yet concise guide to the application of remedies. Each chapter includes clear explanations of topics and links to material in the principles text, along with flowcharts and diagrams to summarise complex cases and concepts. Review questions encourage students to analyse decisions from important cases and test their knowledge. Written by an expert author team, Remedies Cases and Materials in Australian Private Law is an invaluable resource which enables students to understand remedial law.
Computer scientists often need to learn new programming languages quickly. The best way to prepare for this is to understand the foundational principles that underlie even the most complicated industrial languages. This text for an undergraduate programming languages course distills great languages and their design principles down to easy-to-learn 'bridge' languages implemented by interpreters whose key parts are explained in the text. The book goes deep into the roots of both functional and object-oriented programming, and it shows how types and modules, including generics/polymorphism, contribute to effective programming. The book is not just about programming languages; it is also about programming. Through concepts, examples, and more than 300 practice exercises that exploit the interpreter, students learn not only what programming-language features are but also how to do things with them. Substantial implementation projects include Milner's type inference, both copying and mark-and-sweep garbage collection, and arithmetic on arbitrary-precision integers.
Computer scientists often need to learn new programming languages quickly. The best way to prepare for this is to understand the foundational principles that underlie even the most complicated industrial languages. This text for an undergraduate programming languages course distills great languages and their design principles down to easy-to-learn 'bridge' languages implemented by interpreters whose key parts are explained in the text. The book goes deep into the roots of both functional and object-oriented programming, and it shows how types and modules, including generics/polymorphism, contribute to effective programming. The book is not just about programming languages; it is also about programming. Through concepts, examples, and more than 300 practice exercises that exploit the interpreter, students learn not only what programming-language features are but also how to do things with them. Substantial implementation projects include Milner's type inference, both copying and mark-and-sweep garbage collection, and arithmetic on arbitrary-precision integers.
Introduces the two most common numerical methods for heat transfer and fluid dynamics equations, using clear and accessible language. This unique approach covers all necessary mathematical preliminaries at the beginning of the book for the reader to sail smoothly through the chapters. Students will work step-by-step through the most common benchmark heat transfer and fluid dynamics problems, firmly grounding themselves in how the governing equations are discretized, how boundary conditions are imposed, and how the resulting algebraic equations are solved. Providing a detailed discussion of the discretization steps and time approximations, and clearly presenting concepts of explicit and implicit formulations, this graduate textbook has everything an instructor needs to prepare students for their exams and future careers. Each illustrative example shows students how to draw comparisons between the results obtained using the two numerical methods, and at the end of each chapter they can test and extend their understanding by working through the problems provided. A solutions manual is also available for instructors.
Introduces the two most common numerical methods for heat transfer and fluid dynamics equations, using clear and accessible language. This unique approach covers all necessary mathematical preliminaries at the beginning of the book for the reader to sail smoothly through the chapters. Students will work step-by-step through the most common benchmark heat transfer and fluid dynamics problems, firmly grounding themselves in how the governing equations are discretized, how boundary conditions are imposed, and how the resulting algebraic equations are solved. Providing a detailed discussion of the discretization steps and time approximations, and clearly presenting concepts of explicit and implicit formulations, this graduate textbook has everything an instructor needs to prepare students for their exams and future careers. Each illustrative example shows students how to draw comparisons between the results obtained using the two numerical methods, and at the end of each chapter they can test and extend their understanding by working through the problems provided. A solutions manual is also available for instructors.
This self-contained introduction to machine learning, designed from the start with engineers in mind, will equip students with everything they need to start applying machine learning principles and algorithms to real-world engineering problems. With a consistent emphasis on the connections between estimation, detection, information theory, and optimization, it includes: an accessible overview of the relationships between machine learning and signal processing, providing a solid foundation for further study; clear explanations of the differences between state-of-the-art techniques and more classical methods, equipping students with all the understanding they need to make informed technique choices; demonstration of the links between information-theoretical concepts and their practical engineering relevance; reproducible examples using Matlab, enabling hands-on student experimentation. Assuming only a basic understanding of probability and linear algebra, and accompanied by lecture slides and solutions for instructors, this is the ideal introduction to machine learning for engineering students of all disciplines.
This self-contained introduction to machine learning, designed from the start with engineers in mind, will equip students with everything they need to start applying machine learning principles and algorithms to real-world engineering problems. With a consistent emphasis on the connections between estimation, detection, information theory, and optimization, it includes: an accessible overview of the relationships between machine learning and signal processing, providing a solid foundation for further study; clear explanations of the differences between state-of-the-art techniques and more classical methods, equipping students with all the understanding they need to make informed technique choices; demonstration of the links between information-theoretical concepts and their practical engineering relevance; reproducible examples using Matlab, enabling hands-on student experimentation. Assuming only a basic understanding of probability and linear algebra, and accompanied by lecture slides and solutions for instructors, this is the ideal introduction to machine learning for engineering students of all disciplines.
Every day, registered nurses are required to act and make decisions based on their moral and legal obligations. They must build professional, culturally safe relationships with patients, understand patient rights and the requirements of consent, and prevent and manage clinical mistakes in order to avoid negligence and abuse of power. Now in its fifth edition, Ethics and Law for Australian Nurses guides students through foundational concepts such as personhood, autonomy, trust, consent and vulnerability, and considers a nurse's responsibilities in relation to voluntary assisted dying, abortions and advanced care directives. It explains the Australian legal system and how it relates to nursing practice. This edition discusses the impact of the COVID-19 pandemic, especially on elderly Australians, as well as on injury and negligence claims. It includes updated discussions on guardianship, assisted dying, abortion and 'not for resuscitation' orders.
Every day, registered nurses are required to act and make decisions based on their moral and legal obligations. They must build professional, culturally safe relationships with patients, understand patient rights and the requirements of consent, and prevent and manage clinical mistakes in order to avoid negligence and abuse of power. Now in its fifth edition, Ethics and Law for Australian Nurses guides students through foundational concepts such as personhood, autonomy, trust, consent and vulnerability, and considers a nurse's responsibilities in relation to voluntary assisted dying, abortions and advanced care directives. It explains the Australian legal system and how it relates to nursing practice. This edition discusses the impact of the COVID-19 pandemic, especially on elderly Australians, as well as on injury and negligence claims. It includes updated discussions on guardianship, assisted dying, abortion and 'not for resuscitation' orders.
This is a graduate text on turbulent flows, an important topic in fluid dynamics. It is up-to-date, comprehensive, designed for teaching, and is based on a course taught by the author at Cornell University for a number of years. The book consists of two parts followed by a number of appendices. Part I provides a general introduction to turbulent flows, how they behave, how they can be described quantitatively, and the fundamental physical processes involved. Part II is concerned with different approaches for modelling or simulating turbulent flows. The necessary mathematical techniques are presented in the appendices. This book is primarily intended as a graduate level text in turbulent flows for engineering students, but it may also be valuable to students in applied mathematics, physics, oceanography and atmospheric sciences, as well as researchers and practising engineers.
This is a graduate text on turbulent flows, an important topic in fluid dynamics. It is up-to-date, comprehensive, designed for teaching, and is based on a course taught by the author at Cornell University for a number of years. The book consists of two parts followed by a number of appendices. Part I provides a general introduction to turbulent flows, how they behave, how they can be described quantitatively, and the fundamental physical processes involved. Part II is concerned with different approaches for modelling or simulating turbulent flows. The necessary mathematical techniques are presented in the appendices. This book is primarily intended as a graduate level text in turbulent flows for engineering students, but it may also be valuable to students in applied mathematics, physics, oceanography and atmospheric sciences, as well as researchers and practising engineers.
Packed with real-world examples, industry insights and practical activities, this textbook is designed to teach machine learning in a way that is easy to understand and apply. It assumes only a basic knowledge of technology, making it an ideal resource for students and professionals, including those who are new to computer science. All the necessary topics are covered, including supervised and unsupervised learning, neural networks, reinforcement learning, cloud-based services, and the ethical issues still posing problems within the industry. While Python is used as the primary language, many exercises will also have the solutions provided in R for greater versatility. A suite of online resources is available to support teaching across a range of different courses, including example syllabi, a solutions manual, and lecture slides. Datasets and code are also available online for students, giving them everything they need to practice the examples and problems in the book.
Packed with real-world examples, industry insights and practical activities, this textbook is designed to teach machine learning in a way that is easy to understand and apply. It assumes only a basic knowledge of technology, making it an ideal resource for students and professionals, including those who are new to computer science. All the necessary topics are covered, including supervised and unsupervised learning, neural networks, reinforcement learning, cloud-based services, and the ethical issues still posing problems within the industry. While Python is used as the primary language, many exercises will also have the solutions provided in R for greater versatility. A suite of online resources is available to support teaching across a range of different courses, including example syllabi, a solutions manual, and lecture slides. Datasets and code are also available online for students, giving them everything they need to practice the examples and problems in the book.
In this up-to-date, succinct, and highly readable volume, Alan E. Steinweis presents a new synthesis of the origins, development, and downfall of Nazi Germany. After tracing the intellectual and cultural origins of Nazi ideology, the book recounts the rise and eventual victory of the Nazi movement against the background of the struggling Weimar Republic. The book details the rapid transformation of Germany into a dictatorship, focusing on the interplay of Nazi violence and the readiness of Germans to accommodate themselves to the new regime. Steinweis chronicles Nazi efforts to transform German society into a so-called People's Community, imbued with hyper-nationalism, an authoritarian spirit, Nazi racial doctrine, and antisemitism. The result was less a People's Community than what Steinweis calls a People's Dictatorship – a repressive regime that acted brutally toward the targets of its persecution, its internal opponents, and its foreign enemies even as it enjoyed support across much of German society.
In this up-to-date, succinct, and highly readable volume, Alan E. Steinweis presents a new synthesis of the origins, development, and downfall of Nazi Germany. After tracing the intellectual and cultural origins of Nazi ideology, the book recounts the rise and eventual victory of the Nazi movement against the background of the struggling Weimar Republic. The book details the rapid transformation of Germany into a dictatorship, focusing on the interplay of Nazi violence and the readiness of Germans to accommodate themselves to the new regime. Steinweis chronicles Nazi efforts to transform German society into a so-called People's Community, imbued with hyper-nationalism, an authoritarian spirit, Nazi racial doctrine, and antisemitism. The result was less a People's Community than what Steinweis calls a People's Dictatorship – a repressive regime that acted brutally toward the targets of its persecution, its internal opponents, and its foreign enemies even as it enjoyed support across much of German society.
This original and innovative textbook takes the unique perspective of introducing and solving problems in quantum mechanics using linear algebra methods, to equip readers with a deeper and more practical understanding of this fundamental pillar of contemporary physics. Extensive motivation for the properties of quantum mechanics, Hilbert space, and the Schrödinger equation is provided through analysis of the derivative, while standard topics like the harmonic oscillator, rotations, and the hydrogen atom are covered from within the context of operator methods. Advanced topics forming the basis of modern physics research are also included, such as the density matrix, entropy, and measures of entanglement. Written for an undergraduate audience, this book offers a unique and mathematically self-contained treatment of this hugely important topic. Students are guided gently through the text by the author's engaging writing style, with an extensive glossary provided for reference and numerous homework problems to expand and develop key concepts. Online resources for instructors include a fully worked solutions manual and lecture slides.
This original and innovative textbook takes the unique perspective of introducing and solving problems in quantum mechanics using linear algebra methods, to equip readers with a deeper and more practical understanding of this fundamental pillar of contemporary physics. Extensive motivation for the properties of quantum mechanics, Hilbert space, and the Schrödinger equation is provided through analysis of the derivative, while standard topics like the harmonic oscillator, rotations, and the hydrogen atom are covered from within the context of operator methods. Advanced topics forming the basis of modern physics research are also included, such as the density matrix, entropy, and measures of entanglement. Written for an undergraduate audience, this book offers a unique and mathematically self-contained treatment of this hugely important topic. Students are guided gently through the text by the author's engaging writing style, with an extensive glossary provided for reference and numerous homework problems to expand and develop key concepts. Online resources for instructors include a fully worked solutions manual and lecture slides.