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Building Rural Community Resilience Through Innovation and Entrepreneurship
Drawing from empirical analyses, case studies, and a synthesis of best practices, this book explores how innovation manifests itself in rural places and how it contributes to entrepreneurial development and resilience.Innovation in rural places may come about as a result of new forms of collaboration; policies that leverage rural assets and address critical service or product gaps; novel strategies for accessing financial capital; infusion of arts into aspects of community life; and cultivation of networks that bridge entrepreneurs, organizations, and institutions.The chapters illustrate how a number of innovation-related characteristics relate to economic vibrancy in rural places such as a strong connection to the arts, adaptive and sustainable use of natural resources, value-chain integrated food systems, robust bridging social capital networks, creative leveraging of technology, and presence of innovation-focused entrepreneurs.Through exploration of these and other topics, this book will provide insights and best practices for rural community and economic development scholars and practitioners seeking to strengthen the rural innovation ecosystem.
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Introduction to Machine Learning with R : Rigorous Mathematical Analysis
Machine learning is an intimidating subject until you know the fundamentals.If you understand basic coding concepts, this introductory guide will help you gain a solid foundation in machine learning principles.Using the R programming language, you’ll first start to learn with regression modelling and then move into more advanced topics such as neural networks and tree-based methods.Finally, you’ll delve into the frontier of machine learning, using the caret package in R.Once you develop a familiarity with topics such as the difference between regression and classification models, you’ll be able to solve an array of machine learning problems.Author Scott V. Burger provides several examples to help you build a working knowledge of machine learning.Explore machine learning models, algorithms, and data training Understand machine learning algorithms for supervised and unsupervised cases Examine statistical concepts for designing data for use in models Dive into linear regression models used in business and science Use single-layer and multilayer neural networks for calculating outcomes Look at how tree-based models work, including popular decision trees Get a comprehensive view of the machine learning ecosystem in R Explore the powerhouse of tools available in R’s caret package
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Reading Reconsidered : A Practical Guide to Rigorous Literacy Instruction
TEACH YOUR STUDENTS TO READ WITH PRECISION AND INSIGHT The world we are preparing our students to succeed in is one bound together by words and phrases.Our students learn their literature, history, math, science, or art via a firm foundation of strong reading skills.When we teach students to read with precision, rigor, and insight, we are truly handing over the key to the kingdom.Of all the subjects we teach reading is first among equals. Grounded in advice from effective classrooms nationwide, enhanced with more than 40 video clips, Reading Reconsidered takes you into the trenches with actionable guidance from real-life educators and instructional champions.The authors address the anxiety-inducing world of Common Core State Standards, distilling from those standards four key ideas that help hone teaching practices both generally and in preparation for assessments.This 'Core of the Core' comprises the first half of the book and instructs educators on how to teach students to: read harder texts, 'closely read' texts rigorously and intentionally, read nonfiction more effectively, and write more effectively in direct response to texts. The second half of Reading Reconsidered reinforces these principles, coupling them with the 'fundamentals' of reading instruction—a host of techniques and subject specific tools to reconsider how teachers approach such essential topics as vocabulary, interactive reading, and student autonomy.Reading Reconsidered breaks an overly broad issue into clear, easy-to-implement approaches.Filled with practical tools, including: 44 video clips of exemplar teachers demonstrating the techniques and principles in their classrooms (note: for online access of this content, please visit my.teachlikeachampion.com)Recommended book listsDownloadable tips and templates on key topics like reading nonfiction, vocabulary instruction, and literary terms and definitions. Reading Reconsidered provides the framework necessary for teachers to ensure that students forge futures as lifelong readers.
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Innovation in Music: Technology and Creativity
Innovation in Music: Technology and Creativity is a groundbreaking collection bringing together contributions from instructors, researchers, and professionals.Split into two sections, covering composition and performance, and technology and innovation, this volume offers truly international perspectives on ever-evolving practices. Including chapters on audience interaction, dynamic music methods, AI, and live electronic performances, this is recommended reading for professionals, students, and researchers looking for global insights into the fields of music production, music business, and music technology.
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Everyday Life-Environmentalism : Community Sustainability and Resilience in Asia
This book provides one of the first systematic introductions to the Japanese concept of life-environmentalism, Seikatsu-Kankyo Shugi.This concept emerged in the 1980s as a shared research framework among Japanese social scientists studying the adverse consequences of postwar industrialization on everyday life in communities. Life-environmentalism offers a lens through which the agency of small communities in sustaining their everyday life and living environment can be understood.The book provides an overview of this approach, including intellectual backgrounds and foundational concepts, along with a variety of empirical case studies that examine environmental and sustainability issues in Japan and other parts of Asia.It also includes critical reflections on the approach in light of contemporary sustainability challenges.The empirical topics covered in the book include local community responses to development projects, resource governance, disaster response and recovery, and historical environmental preservation.The chapters are contributed by researchers working at the forefront of the field.It provides only a glimpse into the vast literature that awaits further exploration and engagement in the future. The book is suitable for upper undergraduate students, graduate students, and researchers interested in environmental problems, sustainability and resilience, disaster mitigation and response, and regional development in Asian contexts, particularly Japan.It is well-suited for courses in anthropology, geography, sociology, urban and regional planning, political science, Asian studies, and environmental studies.
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Software Metrics : A Rigorous and Practical Approach, Third Edition
A Framework for Managing, Measuring, and Predicting Attributes of Software Development Products and ProcessesReflecting the immense progress in the development and use of software metrics in the past decades, Software Metrics: A Rigorous and Practical Approach, Third Edition provides an up-to-date, accessible, and comprehensive introduction to software metrics.Like its popular predecessors, this third edition discusses important issues, explains essential concepts, and offers new approaches for tackling long-standing problems. New to the Third EditionThis edition contains new material relevant to object-oriented design, design patterns, model-driven development, and agile development processes.It includes a new chapter on causal models and Bayesian networks and their application to software engineering.This edition also incorporates recent references to the latest software metrics activities, including research results, industrial case studies, and standards. Suitable for a Range of ReadersWith numerous examples and exercises, this book continues to serve a wide audience.It can be used as a textbook for a software metrics and quality assurance course or as a useful supplement in any software engineering course.Practitioners will appreciate the important results that have previously only appeared in research-oriented publications.Researchers will welcome the material on new results as well as the extensive bibliography of measurement-related information.The book also gives software managers and developers practical guidelines for selecting metrics and planning their use in a measurement program.
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First Look At Rigorous Probability Theory, A (2nd Edition)
This textbook is an introduction to probability theory using measure theory.It is designed for graduate students in a variety of fields (mathematics, statistics, economics, management, finance, computer science, and engineering) who require a working knowledge of probability theory that is mathematically precise, but without excessive technicalities.The text provides complete proofs of all the essential introductory results.Nevertheless, the treatment is focused and accessible, with the measure theory and mathematical details presented in terms of intuitive probabilistic concepts, rather than as separate, imposing subjects.In this new edition, many exercises and small additional topics have been added and existing ones expanded.The text strikes an appropriate balance, rigorously developing probability theory while avoiding unnecessary detail.
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Fashion and Environmental Sustainability : Entrepreneurship, Innovation and Technology
The wide range of topics that the book covers are organised into sections reflecting a cradle to grave view of how entrepreneurial, innovative, and tech-savvy approaches can advance environmental sustainability in the fashion sector.These sections include: sustainable materials; innovation in design, range planning and product development; sustainable innovations in fashion supply chains; sustainable innovations in fashion retail and marketing; sustainable alternatives for end-of-life and circular economy initiatives; and more sustainable alternative fashion business models.
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