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Fully updated with the latest theoretical insights, data, and statistics, this third edition combines the dual perspectives of international economics and international business to provide a complete overview of the changing role of nations and firms in the global economy. International Economics and Business covers the key concepts of an introductory course on the global economy. It avoids complicated mathematical theory to ensure accessibility for all disciplines and includes contemporary case studies from the international business world. The result is a practical guide to the world economy for undergraduate students in economics and business, also suitable for students in other social science disciplines. Supported via full suite of online resources including quizzes, data exercises, additional reading lists, lecture slides, as well as color versions of over 150 figures, International Economics and Business is a lively and engaging textbook providing a complete and practical understanding of international economics and globalization through a uniquely integrated lens.
Fully updated with the latest theoretical insights, data, and statistics, this third edition combines the dual perspectives of international economics and international business to provide a complete overview of the changing role of nations and firms in the global economy. International Economics and Business covers the key concepts of an introductory course on the global economy. It avoids complicated mathematical theory to ensure accessibility for all disciplines and includes contemporary case studies from the international business world. The result is a practical guide to the world economy for undergraduate students in economics and business, also suitable for students in other social science disciplines. Supported via full suite of online resources including quizzes, data exercises, additional reading lists, lecture slides, as well as color versions of over 150 figures, International Economics and Business is a lively and engaging textbook providing a complete and practical understanding of international economics and globalization through a uniquely integrated lens.
Fully revised and updated, this third edition includes three new chapters on neural networks and deep learning including generative AI, causality, and the social, ethical and regulatory impacts of artificial intelligence. All parts have been updated with the methods that have been proven to work. The book's novel agent design space provides a coherent framework for learning, reasoning and decision making. Numerous realistic applications and examples facilitate student understanding. Every concept or algorithm is presented in pseudocode and open source AIPython code, enabling students to experiment with and build on the implementations. Five larger case studies are developed throughout the book and connect the design approaches to the applications. Each chapter now has a social impact section, enabling students to understand the impact of the various techniques as they learn them. An invaluable teaching package for undergraduate and graduate AI courses, this comprehensive textbook is accompanied by lecture slides, solutions, and code.
Fully revised and updated, this third edition includes three new chapters on neural networks and deep learning including generative AI, causality, and the social, ethical and regulatory impacts of artificial intelligence. All parts have been updated with the methods that have been proven to work. The book's novel agent design space provides a coherent framework for learning, reasoning and decision making. Numerous realistic applications and examples facilitate student understanding. Every concept or algorithm is presented in pseudocode and open source AIPython code, enabling students to experiment with and build on the implementations. Five larger case studies are developed throughout the book and connect the design approaches to the applications. Each chapter now has a social impact section, enabling students to understand the impact of the various techniques as they learn them. An invaluable teaching package for undergraduate and graduate AI courses, this comprehensive textbook is accompanied by lecture slides, solutions, and code.
The European Union is a key player in determining policies and politics in Europe, and yet understanding how it works remains a challenge. The Politics of the European Union introduces students to its functioning by showing the similarities and differences between the EU and national political systems. Fully revised and updated in its third edition, this introductory textbook uses the tools of comparative politics to explore the history, theories, institutions, key actors, politics and policy-making of the EU. This comparative approach enables students to apply their knowledge of domestic politics and broader debates in political science to better understand the EU. Numerous real-world examples guide students through the textbook, and chapter briefings, fact files and controversy boxes highlight the important and controversial issues in EU politics. A companion website features free 'Navigating the EU' exercises to guide students in their analysis of EU policy-making.
The European Union is a key player in determining policies and politics in Europe, and yet understanding how it works remains a challenge. The Politics of the European Union introduces students to its functioning by showing the similarities and differences between the EU and national political systems. Fully revised and updated in its third edition, this introductory textbook uses the tools of comparative politics to explore the history, theories, institutions, key actors, politics and policy-making of the EU. This comparative approach enables students to apply their knowledge of domestic politics and broader debates in political science to better understand the EU. Numerous real-world examples guide students through the textbook, and chapter briefings, fact files and controversy boxes highlight the important and controversial issues in EU politics. A companion website features free 'Navigating the EU' exercises to guide students in their analysis of EU policy-making.
Using numerous topical examples and a clear structure, this third edition textbook provides an accessible, discursive and scholarly treatment of the key contemporary issues in UK public law. Drawing upon their extensive teaching and research experience, Roger Masterman and Colin Murray offer an engaging account of the key topics which make up a constitutional and administrative, or public, law syllabus. Controversial issues and broader debates are highlighted throughout the text, allowing the reader to develop a strong understanding of both the application of key topics in the field and the socio-political context in which the constitution has developed. This fully revised edition includes detailed analysis of recent significant cases, the constitutional implications of the Covid-19 pandemic and a dedicated chapter on the consequences of Brexit.
Using numerous topical examples and a clear structure, this third edition textbook provides an accessible, discursive and scholarly treatment of the key contemporary issues in UK public law. Drawing upon their extensive teaching and research experience, Roger Masterman and Colin Murray offer an engaging account of the key topics which make up a constitutional and administrative, or public, law syllabus. Controversial issues and broader debates are highlighted throughout the text, allowing the reader to develop a strong understanding of both the application of key topics in the field and the socio-political context in which the constitution has developed. This fully revised edition includes detailed analysis of recent significant cases, the constitutional implications of the Covid-19 pandemic and a dedicated chapter on the consequences of Brexit.
This third edition of Braun and Murdoch's bestselling textbook now includes discussion of the use and design principles of the tidyverse packages in R, including expanded coverage of ggplot2, and R Markdown. The expanded simulation chapter introduces the Box–Muller and Metropolis–Hastings algorithms. New examples and exercises have been added throughout. This is the only introduction you'll need to start programming in R, the computing standard for analyzing data. This book comes with real R code that teaches the standards of the language. Unlike other introductory books on the R system, this book emphasizes portable programming skills that apply to most computing languages and techniques used to develop more complex projects. Solutions, datasets, and any errata are available from www.statprogr.science. Worked examples - from real applications - hundreds of exercises, and downloadable code, datasets, and solutions make a complete package for anyone working in or learning practical data science.
This third edition of Braun and Murdoch's bestselling textbook now includes discussion of the use and design principles of the tidyverse packages in R, including expanded coverage of ggplot2, and R Markdown. The expanded simulation chapter introduces the Box–Muller and Metropolis–Hastings algorithms. New examples and exercises have been added throughout. This is the only introduction you'll need to start programming in R, the computing standard for analyzing data. This book comes with real R code that teaches the standards of the language. Unlike other introductory books on the R system, this book emphasizes portable programming skills that apply to most computing languages and techniques used to develop more complex projects. Solutions, datasets, and any errata are available from www.statprogr.science. Worked examples - from real applications - hundreds of exercises, and downloadable code, datasets, and solutions make a complete package for anyone working in or learning practical data science.
Play is crucial to the learning and development of children in the early years. The third edition of Play in the Early Years is a comprehensive introduction to the theory and practice of play for children from birth to 8 years old. Drawing on classical and contemporary theories, this text examines social, cultural and institutional approaches to play, and explores a range of strategies for successfully integrating play into early years settings and primary classrooms. This edition features a new chapter on conceptual playworlds, which demonstrates what conceptual playworlds look like to infants and toddlers, pre-schoolers, and children transitioning into school. The text features classroom vignettes and photographs designed to help students connect theory to practice, and reflection questions and research activities encourage in-depth reflection and extend learning. Highly regarded by early childhood researchers and practitioners alike, Play in the Early Years remains an essential resource for pre-service students.
Play is crucial to the learning and development of children in the early years. The third edition of Play in the Early Years is a comprehensive introduction to the theory and practice of play for children from birth to 8 years old. Drawing on classical and contemporary theories, this text examines social, cultural and institutional approaches to play, and explores a range of strategies for successfully integrating play into early years settings and primary classrooms. This edition features a new chapter on conceptual playworlds, which demonstrates what conceptual playworlds look like to infants and toddlers, pre-schoolers, and children transitioning into school. The text features classroom vignettes and photographs designed to help students connect theory to practice, and reflection questions and research activities encourage in-depth reflection and extend learning. Highly regarded by early childhood researchers and practitioners alike, Play in the Early Years remains an essential resource for pre-service students.
Taking a fresh and modern approach to the subject, this fully revised and restructured textbook provides everything necessary to gain a good understanding of international commercial litigation. Adopting a comparative stance, it provides extensive coverage of US and Commonwealth law, in addition to the core areas of English and EU law. Extracts from key cases and legislative acts are designed to meet the practical requirements of litigators as well as explaining the ideas behind legal provisions. Significant updates include coverage of new case-law from the Court of Justice of the European Union. Of particular importance has been a set of judgments on jurisdiction in tort for pure financial loss, many of which have involved investment loss. New case law from the English courts, including the Supreme Court, and from the Supreme Court of the United States, is also covered.
Taking a fresh and modern approach to the subject, this fully revised and restructured textbook provides everything necessary to gain a good understanding of international commercial litigation. Adopting a comparative stance, it provides extensive coverage of US and Commonwealth law, in addition to the core areas of English and EU law. Extracts from key cases and legislative acts are designed to meet the practical requirements of litigators as well as explaining the ideas behind legal provisions. Significant updates include coverage of new case-law from the Court of Justice of the European Union. Of particular importance has been a set of judgments on jurisdiction in tort for pure financial loss, many of which have involved investment loss. New case law from the English courts, including the Supreme Court, and from the Supreme Court of the United States, is also covered.
Written by leading authorities in database and Web technologies, this book is essential reading for students and practitioners alike. The popularity of the Web and Internet commerce provides many extremely large datasets from which information can be gleaned by data mining. This book focuses on practical algorithms that have been used to solve key problems in data mining and can be applied successfully to even the largest datasets. It begins with a discussion of the MapReduce framework, an important tool for parallelizing algorithms automatically. The authors explain the tricks of locality-sensitive hashing and stream-processing algorithms for mining data that arrives too fast for exhaustive processing. Other chapters cover the PageRank idea and related tricks for organizing the Web, the problems of finding frequent itemsets, and clustering. This third edition includes new and extended coverage on decision trees, deep learning, and mining social-network graphs.
Written by leading authorities in database and Web technologies, this book is essential reading for students and practitioners alike. The popularity of the Web and Internet commerce provides many extremely large datasets from which information can be gleaned by data mining. This book focuses on practical algorithms that have been used to solve key problems in data mining and can be applied successfully to even the largest datasets. It begins with a discussion of the MapReduce framework, an important tool for parallelizing algorithms automatically. The authors explain the tricks of locality-sensitive hashing and stream-processing algorithms for mining data that arrives too fast for exhaustive processing. Other chapters cover the PageRank idea and related tricks for organizing the Web, the problems of finding frequent itemsets, and clustering. This third edition includes new and extended coverage on decision trees, deep learning, and mining social-network graphs.
A comprehensive introduction to both urban and geographical economics: the two dominant approaches used to explain the distribution of economic activity across space. This fully revised and up-to-date third edition gives a full account of the ever-expanding body of knowledge and insights on urban and geographical economics, with an increased emphasis on analytical concepts and empirical methods, reflecting developments in the literature since the last edition. The authors provide both state-of-the-art theories and empirics, introducing new data, methods and models for this edition, including a whole chapter dedicated to measurement issues and empirical methods. Written in a style that is accessible to students who are new to the field, this textbook also includes more advanced concepts that will interest experienced researchers. Unrivalled in its scope and depth, this title is perfect for readers seeking to understand the uneven spatial distribution of economic activity between and within countries.
A comprehensive introduction to both urban and geographical economics: the two dominant approaches used to explain the distribution of economic activity across space. This fully revised and up-to-date third edition gives a full account of the ever-expanding body of knowledge and insights on urban and geographical economics, with an increased emphasis on analytical concepts and empirical methods, reflecting developments in the literature since the last edition. The authors provide both state-of-the-art theories and empirics, introducing new data, methods and models for this edition, including a whole chapter dedicated to measurement issues and empirical methods. Written in a style that is accessible to students who are new to the field, this textbook also includes more advanced concepts that will interest experienced researchers. Unrivalled in its scope and depth, this title is perfect for readers seeking to understand the uneven spatial distribution of economic activity between and within countries.
This third edition has been comprehensively updated to reflect the large changes in scientific knowledge and policy debates on climate change since the previous edition in 2009. It provides a concise but thorough overview of the science, technology, economics, policy, and politics of climate change in a single volume. It explains how scientific and policy debates work, outlines the scientific evidence for the reality and seriousness of climate change and the basic atmospheric science that supports it, and discusses policy options and the current state of the policy debate. By pulling these elements together, the book explains why the issue can be so confusing and provides guidance on practical routes forward. Anyone interested in climate change, the global environment, or how science is used in policy debates should read this book. It is the ideal textbook for undergraduate or graduate courses in environmental policy and climate change.
This third edition has been comprehensively updated to reflect the large changes in scientific knowledge and policy debates on climate change since the previous edition in 2009. It provides a concise but thorough overview of the science, technology, economics, policy, and politics of climate change in a single volume. It explains how scientific and policy debates work, outlines the scientific evidence for the reality and seriousness of climate change and the basic atmospheric science that supports it, and discusses policy options and the current state of the policy debate. By pulling these elements together, the book explains why the issue can be so confusing and provides guidance on practical routes forward. Anyone interested in climate change, the global environment, or how science is used in policy debates should read this book. It is the ideal textbook for undergraduate or graduate courses in environmental policy and climate change.
This new edition explains how vibrations can be used in a broad spectrum of applications and how to meet the challenges faced by engineers and system designers. The text integrates linear and nonlinear systems, and covers the time domain and the frequency domain, responses to harmonic and transient excitations, and discrete and continuous system models. It focuses on modeling, analysis, prediction, and measurement to provide a complete understanding of the underlying physical vibratory phenomena and their relevance for engineering design. Knowledge is put into practice through numerous examples with real-world applications in a range of disciplines, detailed design guidelines applicable to various vibratory systems, and over forty online interactive graphics which provide a visual summary of system behaviors and enable students to carry out their own parametric studies. Some thirteen new tables act as a quick reference for self-study, detailing key characteristics of physical systems and summarizing important results. This is an essential text for undergraduate and graduate courses in vibration analysis, and a valuable reference for practicing engineers.
This new edition explains how vibrations can be used in a broad spectrum of applications and how to meet the challenges faced by engineers and system designers. The text integrates linear and nonlinear systems, and covers the time domain and the frequency domain, responses to harmonic and transient excitations, and discrete and continuous system models. It focuses on modeling, analysis, prediction, and measurement to provide a complete understanding of the underlying physical vibratory phenomena and their relevance for engineering design. Knowledge is put into practice through numerous examples with real-world applications in a range of disciplines, detailed design guidelines applicable to various vibratory systems, and over forty online interactive graphics which provide a visual summary of system behaviors and enable students to carry out their own parametric studies. Some thirteen new tables act as a quick reference for self-study, detailing key characteristics of physical systems and summarizing important results. This is an essential text for undergraduate and graduate courses in vibration analysis, and a valuable reference for practicing engineers.
An indispensable guide enabling business and management students to develop their professional competences in real organizational settings, this new and fully updated edition of Problem Solving in Organizations equips the reader with the necessary toolkit to apply the theory to practical business problems. By encouraging the reader to use the theory and showing them how to do so in a fuzzy, ambiguous and politically charged, real-life organizational context, this book offers a concise introduction to design-oriented and theory-informed problem solving in organizations. In addition, it gives support for designing the overall approach to a problem-solving project as well as support for each of the steps of the problem-solving cycle: problem definition, problem analysis, solution design, interventions, and evaluation. Problem Solving in Organizations is suitable for readers with a wide range of learning objectives, including undergraduates and graduates studying business and management, M.B.A students and professionals working in organizations.
An indispensable guide enabling business and management students to develop their professional competences in real organizational settings, this new and fully updated edition of Problem Solving in Organizations equips the reader with the necessary toolkit to apply the theory to practical business problems. By encouraging the reader to use the theory and showing them how to do so in a fuzzy, ambiguous and politically charged, real-life organizational context, this book offers a concise introduction to design-oriented and theory-informed problem solving in organizations. In addition, it gives support for designing the overall approach to a problem-solving project as well as support for each of the steps of the problem-solving cycle: problem definition, problem analysis, solution design, interventions, and evaluation. Problem Solving in Organizations is suitable for readers with a wide range of learning objectives, including undergraduates and graduates studying business and management, M.B.A students and professionals working in organizations.
An Introduction to International Relations is a comprehensive introduction to the history,theories, developments and debates that shape the dynamic discipline of international relations and contemporary world politics. Bringing together an expert author team comprising leading academics from Australia and around the world, it allows readers to explore the discipline from both Australian and global perspectives. Known for its clear, easy-to-read style and relevant, real-world examples, the text has been fully updated and revised to reflect current research and the changing global political climate. This edition features extensive new material on: international history from World War I to World War II; international law; the globalisation of international society; and terrorism. A companion website for instructors offers additional case studies, critical thinking questions and links to relevant video and web materials that bring international relations theory to life.
An Introduction to International Relations is a comprehensive introduction to the history,theories, developments and debates that shape the dynamic discipline of international relations and contemporary world politics. Bringing together an expert author team comprising leading academics from Australia and around the world, it allows readers to explore the discipline from both Australian and global perspectives. Known for its clear, easy-to-read style and relevant, real-world examples, the text has been fully updated and revised to reflect current research and the changing global political climate. This edition features extensive new material on: international history from World War I to World War II; international law; the globalisation of international society; and terrorism. A companion website for instructors offers additional case studies, critical thinking questions and links to relevant video and web materials that bring international relations theory to life.
Essential reading for any Earth scientist, this classic textbook has been providing advanced undergraduate and graduate students with the fundamentals needed to develop a quantitative understanding of the physical processes of the solid earth for over thirty years. This third edition has two completely new chapters covering numerical modelling and geophysical MATLAB® applications, and the text is now supported by a suite of online MATLAB® codes that will enable students to grasp the practical aspects of computational modelling. The book has been brought fully up to date with the inclusion of new material on planetary geophysics and other cutting edge topics. Exercises within the text allow students to put the theory into practice as they progress through each chapter and carefully selected further reading sections guide and encourage them to delve deeper into topics of interest. Answers to problems available within the book and also online, for self-testing, complete the textbook package.
Essential reading for any Earth scientist, this classic textbook has been providing advanced undergraduate and graduate students with the fundamentals needed to develop a quantitative understanding of the physical processes of the solid earth for over thirty years. This third edition has two completely new chapters covering numerical modelling and geophysical MATLAB® applications, and the text is now supported by a suite of online MATLAB® codes that will enable students to grasp the practical aspects of computational modelling. The book has been brought fully up to date with the inclusion of new material on planetary geophysics and other cutting edge topics. Exercises within the text allow students to put the theory into practice as they progress through each chapter and carefully selected further reading sections guide and encourage them to delve deeper into topics of interest. Answers to problems available within the book and also online, for self-testing, complete the textbook package.
Written by two prominent figures in radio astronomy, this well-established, graduate-level textbook is a thorough introduction to radio telescopes and techniques. It is an invaluable overview for students and researchers turning to radio astronomy for the first time. The first half of the book describes how radio telescopes work - from basic antennas and single aperture dishes through to full aperture-synthesis arrays. It includes reference material on the fundamentals of astrophysics and observing techniques. The second half of the book reviews radio observations of our galaxy, stars, pulsars, radio galaxies, quasars, and the cosmic microwave background. This third edition describes the applications of fundamental techniques to newly developing radio telescopes, including ATA, LOFAR, MWA, SKA, and ALMA, which all require an understanding of aspects specific to radio astronomy. Two entirely new chapters now cover cosmology, from the fundamental concepts to the most recent results of WMAP.
Written by two prominent figures in radio astronomy, this well-established, graduate-level textbook is a thorough introduction to radio telescopes and techniques. It is an invaluable overview for students and researchers turning to radio astronomy for the first time. The first half of the book describes how radio telescopes work - from basic antennas and single aperture dishes through to full aperture-synthesis arrays. It includes reference material on the fundamentals of astrophysics and observing techniques. The second half of the book reviews radio observations of our galaxy, stars, pulsars, radio galaxies, quasars, and the cosmic microwave background. This third edition describes the applications of fundamental techniques to newly developing radio telescopes, including ATA, LOFAR, MWA, SKA, and ALMA, which all require an understanding of aspects specific to radio astronomy. Two entirely new chapters now cover cosmology, from the fundamental concepts to the most recent results of WMAP.
This concise yet comprehensive textbook examines political, social, and cultural developments in the Soviet Union and the post-Soviet period. It begins by identifying the social tensions and political inconsistencies that spurred radical change in Russia's government, from the turn of the century to the revolution of 1917. Peter Kenez presents this revolution as a crisis of authority that the creation of the Soviet Union resolved. The text traces the progress of the Soviet Union through the 1920s, the years of the New Economic Policies, and into the Stalinist order. It illustrates how post-Stalin Soviet leaders struggled to find ways to rule the country without using Stalin's methods - but also without openly repudiating the past - and to negotiate a peaceful but antipathetic coexistence with the capitalist West. This updated third edition includes substantial new material, discussing the challenges Russia currently faces in the era of Putin.
This concise yet comprehensive textbook examines political, social, and cultural developments in the Soviet Union and the post-Soviet period. It begins by identifying the social tensions and political inconsistencies that spurred radical change in Russia's government, from the turn of the century to the revolution of 1917. Peter Kenez presents this revolution as a crisis of authority that the creation of the Soviet Union resolved. The text traces the progress of the Soviet Union through the 1920s, the years of the New Economic Policies, and into the Stalinist order. It illustrates how post-Stalin Soviet leaders struggled to find ways to rule the country without using Stalin's methods - but also without openly repudiating the past - and to negotiate a peaceful but antipathetic coexistence with the capitalist West. This updated third edition includes substantial new material, discussing the challenges Russia currently faces in the era of Putin.
The third edition of Child, Adolescent and Family Development provides a comprehensive, readable study of human development from conception to adulthood. It explores the foundations of modern developmental thought, incorporating the latest in international research set within a cultural and historical context. Richly illustrated and enhanced by a range of practical teaching resources, this clear and engaging text is intended to reach students across a range of teaching, psychology, social science and health science disciplines. By employing a thematic approach within the chronologically ordered chapters, this text offers a systematic and intuitive structure for both learning and teaching. This new edition features a set of fully updated case studies that consider current trends and issues in developmental theory and practice, as well as end-of-chapter sections that address important stages in the family life cycle.
The third edition of Child, Adolescent and Family Development provides a comprehensive, readable study of human development from conception to adulthood. It explores the foundations of modern developmental thought, incorporating the latest in international research set within a cultural and historical context. Richly illustrated and enhanced by a range of practical teaching resources, this clear and engaging text is intended to reach students across a range of teaching, psychology, social science and health science disciplines. By employing a thematic approach within the chronologically ordered chapters, this text offers a systematic and intuitive structure for both learning and teaching. This new edition features a set of fully updated case studies that consider current trends and issues in developmental theory and practice, as well as end-of-chapter sections that address important stages in the family life cycle.
Only when we fully appreciate the origins and foundations of child and adolescent behaviors will we succeed in uncovering why they do what they do. By emphasizing evolutionary viewpoints of human psychological development, this textbook explains the fundamental underpinnings of young minds and how they grow. New chapters on the biological basis and cultural context of development introduce students to dynamic new debates in the field. The integrative, topical approach incorporates the perspectives that guide today's practitioners and gives students a holistic and up-to-date understanding of development. Box features highlight key debates, Section Reviews reinforce essential points, and “Ask Yourself” questions and end-of-chapter exercises encourage engagement and extend learning, supporting and enhancing student understanding. Revised and updated throughout, this comprehensive, topical textbook uniquely integrates the central themes of modern developmental theory – developmental contextualism, sociocultural perspective, and evolutionary theory – in a strong, theoretical introduction to child and adolescent development.
Only when we fully appreciate the origins and foundations of child and adolescent behaviors will we succeed in uncovering why they do what they do. By emphasizing evolutionary viewpoints of human psychological development, this textbook explains the fundamental underpinnings of young minds and how they grow. New chapters on the biological basis and cultural context of development introduce students to dynamic new debates in the field. The integrative, topical approach incorporates the perspectives that guide today's practitioners and gives students a holistic and up-to-date understanding of development. Box features highlight key debates, Section Reviews reinforce essential points, and “Ask Yourself” questions and end-of-chapter exercises encourage engagement and extend learning, supporting and enhancing student understanding. Revised and updated throughout, this comprehensive, topical textbook uniquely integrates the central themes of modern developmental theory – developmental contextualism, sociocultural perspective, and evolutionary theory – in a strong, theoretical introduction to child and adolescent development.
Students will develop a practical understanding of data science with this hands-on textbook for introductory courses. This new edition is fully revised and updated, with numerous exercises and examples in the popular data science tool R, a new chapter on using R for statistical analysis, and a new chapter that demonstrates how to use R within a range of cloud platforms. The many practice examples, drawn from real-life applications, range from small to big data and come to life in a new end-to-end project in Chapter 11. New 'Data Science in Practice' boxes highlight how concepts introduced work within an industry context and many chapters include new sections on AI and Generative AI. A suite of online material for instructors provides a strong supplement to the book, including lecture slides, solutions, additional assessment material and curriculum suggestions. Datasets and code are available for students online. This entry-level textbook is ideal for readers from a range of disciplines wishing to build a practical, working knowledge of data science.
Students will develop a practical understanding of data science with this hands-on textbook for introductory courses. This new edition is fully revised and updated, with numerous exercises and examples in the popular data science tool R, a new chapter on using R for statistical analysis, and a new chapter that demonstrates how to use R within a range of cloud platforms. The many practice examples, drawn from real-life applications, range from small to big data and come to life in a new end-to-end project in Chapter 11. New 'Data Science in Practice' boxes highlight how concepts introduced work within an industry context and many chapters include new sections on AI and Generative AI. A suite of online material for instructors provides a strong supplement to the book, including lecture slides, solutions, additional assessment material and curriculum suggestions. Datasets and code are available for students online. This entry-level textbook is ideal for readers from a range of disciplines wishing to build a practical, working knowledge of data science.
The transition from student to classroom teacher presents many opportunities and challenges. Introduction to Education welcomes pre-service teachers to the field of education, providing an overview of the context, craft and practice of teaching in Australian schools. Each chapter poses a question about the nature of teaching and explores authentic classroom examples, contemporary research and literature, and the professional, policy and curriculum contexts of teaching. Thoroughly updated, the second edition continues to cover both theoretical and practical topics, with chapters addressing assessment, planning, safe learning environments, professional experience, and working with colleagues, families, caregivers and communities. Each chapter features: chapter opening stimulus materials and questions to activate prior learning and challenge assumptions; connections to policy and research with questions to encourage critical thinking and professional literacy; voices of educators and students that provide authentic classroom examples of the practical application of theory.
The transition from student to classroom teacher presents many opportunities and challenges. Introduction to Education welcomes pre-service teachers to the field of education, providing an overview of the context, craft and practice of teaching in Australian schools. Each chapter poses a question about the nature of teaching and explores authentic classroom examples, contemporary research and literature, and the professional, policy and curriculum contexts of teaching. Thoroughly updated, the second edition continues to cover both theoretical and practical topics, with chapters addressing assessment, planning, safe learning environments, professional experience, and working with colleagues, families, caregivers and communities. Each chapter features: chapter opening stimulus materials and questions to activate prior learning and challenge assumptions; connections to policy and research with questions to encourage critical thinking and professional literacy; voices of educators and students that provide authentic classroom examples of the practical application of theory.