Products related to Methods:
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Machine Learning Methods
This book provides a comprehensive and systematic introduction to the principal machine learning methods, covering both supervised and unsupervised learning methods.It discusses essential methods of classification and regression in supervised learning, such as decision trees, perceptrons, support vector machines, maximum entropy models, logistic regression models and multiclass classification, as well as methods applied in supervised learning, like the hidden Markov model and conditional random fields.In the context of unsupervised learning, it examines clustering and other problems as well as methods such as singular value decomposition, principal component analysis and latent semantic analysis. As a fundamental book on machine learning, it addresses the needs of researchers and students who apply machine learning as an important tool in their research, especially those in fields such as information retrieval, natural language processing and text data mining.In order to understand the concepts and methods discussed, readers are expected to have an elementary knowledge of advanced mathematics, linear algebra and probability statistics.The detailed explanations of basic principles, underlying concepts and algorithms enable readers to grasp basic techniques, while the rigorous mathematical derivations and specific examples included offer valuable insights into machine learning.
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Research Methods in Education
This thoroughly updated and extended eighth edition of the long-running bestseller Research Methods in Education covers the whole range of methods employed by educational research at all stages.Its five main parts cover: the context of educational research; research design; methodologies for educational research; methods of data collection; and data analysis and reporting.It continues to be the go-to text for students, academics and researchers who are undertaking, understanding and using educational research, and has been translated into several languages.It offers plentiful and rich practical advice, underpinned by clear theoretical foundations, research evidence and up-to-date references, and it raises key issues and questions for researchers planning, conducting, reporting and evaluating research. This edition contains new chapters on:Mixed methods researchThe role of theory in educational researchEthics in Internet researchResearch questions and hypothesesInternet surveysVirtual worlds, social network software and netography in educational research Using secondary data in educational researchStatistical significance, effect size and statistical powerBeyond mixed methods: using Qualitative Comparative Analysis (QCA) to integrate cross-case and within-case analyses. Research Methods in Education is essential reading for both the professional researcher and anyone involved in educational and social research.The book is supported by a wealth of online materials, including PowerPoint slides, useful weblinks, practice data sets, downloadable tables and figures from the book, and a virtual, interactive, self-paced training programme in research methods.These resources can be found at: www.routledge.com/cw/cohen.
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Outdoor Education : Methods and Strategies
Outdoor Education: Methods and Strategies, Second Edition, provides all the necessary information and tools for teaching outdoor education.Future educators will learn how to create optimal learning opportunities in outdoor environments, how to design effective lessons, and how to identify and use the methods that are best for the place and the participants.These teaching methods apply to a variety of organizations, including schools, nature centers, adventure centers, camps, environmental learning centers, government agencies, and universities. Outdoor Education: Methods and Strategies, Second Edition, is divided into three parts.Part I defines what outdoor education is and details the professional expectations for an outdoor educator.It also explores theories that support outdoor education, including developmental stages, learning stages, and constructivism.Part II guides the reader to understand the backgrounds and abilities of participants, create a successful learning environment, teach effectively in a variety of settings, and design lesson plans.Part III examines the uses of physical, cognitive, and affective methods for teaching, and it includes sample lesson plans that illustrate the methods presented.These chapters help students reflect on, evaluate, and improve their lesson plans through experimentation. Presented by authors with a combined 150 years of experience in the field, the methods and strategies in this book have been tested and proven to work in a variety of outdoor settings.This second edition covers theories such as scaffolding, brain-based learning, Erik Erikson’s eight stages of development as applied to outdoor education, playful learning, and nature play as well as the use of technology in outdoor education.This text supplements theory with tools to support practical application:Easy-to-use forms for designing, implementing, and evaluating outdoor lesson plansNine sample lesson plans offering detailed instructions and representing a variety of settings for different age groups and abilitiesUpdated Stories From Real Life case studies that illustrate how methods are applied in the real worldExplore Your World sidebars prompting students to reflect on their own experiences and goalsTips and Techniques sidebars offering brief and actionable advice for educatorsNew Professional’s Perspective sidebars featuring insights from real practitioners about core content and topics in the bookStudents will also find a number of learning aids—including chapter objectives, review questions, and a glossary—to enhance knowledge retention. Outdoor Education: Methods and Strategies, Second Edition, will help aspiring educators enhance their audience’s awareness, appreciation, and knowledge of the outdoors.Ultimately, it will advance their ability to increase people’s enjoyment and understanding of the environment.
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Inorganic Scintillator and Crystal Growth Methods
Provides an up-to-date summary of new scintillating materials for ionization radiation detectors and recent progress in growth methods for single crystals Scintillators, a type of material that can emit light after absorbing high-energy particles or rays, play a central role in the field of radiation detection.Scintillators are the core components of nuclear medicine imaging equipment, baggage and container security inspection, non-destructive testing of large industrial equipment, environmental monitoring, and many other applications.Inorganic Scintillator and Crystal Growth Methods updates readers with the latest developments in the rapidly-advancing area.Opening with a brief introduction, the book covers a range of novel scintillator single crystals; gamma-ray scintillators with garnet-type oxide crystals, pyrochlore-type oxide crystals, halide crystals, neutron scintillators with fluoride crystals, halide crystals, vacuum ultraviolet (VUV) scintillators, and fluoride scintillators.Concise chapters also address self-organized scintillators with eutectic morphology and nanoparticle scintillator crystals. Provides a timely and reliable overview of the achievements, trends, and advances in the field Highlights new work on single crystals of piezoelectric and scintillator materials, as well as various growth methods of different functional single crystals Presented in a succinct format that allows readers to quickly ingest key information Includes real-world perspectives on a variety of industrial applications Written by an international team of experts in non-organic material science Inorganic Scintillator and Crystal Growth Methods is a valuable resource for both academics and industry professionals, especially materials scientists, inorganic chemists, and radiation physicists.
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What learning methods are there?
There are various learning methods that individuals can use to acquire new knowledge and skills. Some common methods include visual learning, where information is absorbed through images and graphics; auditory learning, where information is learned through listening; kinesthetic learning, where individuals learn through physical activities and hands-on experiences; and reading/writing learning, where information is processed through reading and writing. Additionally, other methods such as group discussions, online courses, and practical application can also be effective ways to learn.
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What are successful learning methods?
Successful learning methods include active engagement with the material, such as through hands-on activities, discussions, and problem-solving. Additionally, breaking down complex information into smaller, more manageable chunks can help with understanding and retention. Regular review and practice of the material, as well as seeking out additional resources and support when needed, are also important for successful learning. Finally, setting specific, achievable goals and tracking progress can help to stay motivated and focused on the learning process.
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What are good methods for learning?
Good methods for learning include active engagement with the material, such as taking notes, asking questions, and participating in discussions. It is also helpful to break down the information into smaller chunks and review it regularly to reinforce learning. Additionally, seeking out different resources like books, videos, or online courses can provide a variety of perspectives and help deepen understanding. Finally, teaching the material to someone else can be a powerful way to solidify your own knowledge.
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What are some fun learning methods?
Some fun learning methods include gamification, where educational content is presented in a game-like format to engage learners; hands-on activities, such as experiments or projects, that allow for interactive learning experiences; and group discussions or debates that encourage critical thinking and collaboration. Additionally, incorporating multimedia resources like videos, podcasts, or interactive simulations can make learning more engaging and enjoyable. Ultimately, finding ways to make learning interactive, relevant, and enjoyable can help make the educational experience more fun and effective.
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Ensemble Methods for Machine Learning
Many machine learning problems are too complex to be resolved by a single model or algorithm.Ensemble machine learning trains a group of diverse machine learning models to work together to solve a problem.By aggregating their output, these ensemble models can flexibly deliver rich and accurate results. Ensemble Methods for Machine Learning is a guide to ensemble methods with proven records in data science competitions and real world applications.Learning from hands-on case studies, you'll develop an under-the-hood understanding of foundational ensemble learning algorithms to deliver accurate, performant models. About the Technology Ensemble machine learning lets you make robust predictions without needing the huge datasets and processing power demanded by deep learning.It sets multiple models to work on solving a problem, combining their results for better performance than a single model working alone.This "wisdom of crowds" approach distils information from several models into a set of highly accurate results.
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Business Development : Processes, Methods and Tools
This reference book provides a compact overview of the increasingly important topic of Business Development.The author not only describes the role of the Business Development Manager with its tasks, but also shows how Business Development can be organizationally integrated into a company.In addition, a prototypical Business Development Process is specifically presented and explained using a case study. The second, revised and expanded edition of the reference book shows that crises can also be an opportunity, explains specific Key Performance Indicators (KPIs) for Business Development and describes new digital business models.In addition, the book was supplemented by a practical interview and quotes from business and science. The reference book helps everyone who is responsible for introducing or optimizing Business Development in the company or who wants to work in this area in the future.
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Qualitative Research Methods for Community Development
The second edition of Qualitative Research Methods for Community Development teaches the basic skills, tools, and methods of qualitative research with special attention to the needs of community practitioners.This book teaches students entering planning, community development, nonprofit management, social work, and similar applied fields the core skills necessary to conduct systematic research designed to empower communities and promote social change. Focusing on the basic elements of qualitative research, such as field observation, interviewing, focus groups, and content analysis, this second edition of this book provides an overview of core methods and theoretical underpinnings of successful research.It also includes two new chapters on qualitative data analysis software and techniques for conducting online qualitative interviews and focus groups. From housing, community organizing, neighborhood planning, and urban revitalization, this book gives students the skills they need to undertake their own projects and provides professionals a valuable reference for their future research.This book serves as a primary text for courses in applied qualitative research and as a reference book for professionals and community-based researchers.
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Research Methods for Early Childhood Education
Research Methods for Early Childhood Education takes an international perspective on research design, and illustrates how research methods are inextricably linked to cultural and theoretical understandings of early childhood, young children’s competences and the purposes of education. The book offers a critical and reflective approach to established and innovative research methods in early childhood education, making links between diverse methodologies, methods and theory, with illustrative examples of research in practice.Each chapter addresses a specific methodological approach, linking the methodology to early childhood education with vignettes as examples of research practice in the global north, south, east and west, offering practical examples and critical thinking around new theoretical understandings of early childhood across geographical and cultural contexts. The book critically examines:- the role of the researcher - conceptualisations of how research is undertaken; - the often sensitive nature of conducting research with young children; - how early childhood education is understood; - how young children can be included as active research participants.Throughout, the book emphasises ethical and methodological issues that arise from undertaking research in mono-cultural and cross-cultural contexts.Annotated further reading lists provide a selection of seminal and recent studies that have adopted each methodological approach.
Price: 23.99 £ | Shipping*: 3.99 £
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What are your effective learning methods?
My effective learning methods include breaking down complex information into smaller, more manageable chunks, using visual aids such as diagrams and charts to help me understand and remember concepts, and actively engaging with the material through practice problems and discussions. I also find that teaching the material to someone else helps solidify my understanding and retention of the information. Additionally, I make sure to take regular breaks and get plenty of rest to maintain focus and productivity while studying.
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What learning methods do I need?
The learning methods you need will depend on your individual learning style and the subject matter you are trying to learn. Some effective learning methods include active learning, such as practicing problems or teaching the material to someone else, using visual aids like diagrams or charts, and seeking out real-world applications of the material. Additionally, incorporating regular review and practice into your study routine can help reinforce your understanding of the material. Experimenting with different methods and finding what works best for you will ultimately lead to more effective learning.
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What are your best learning methods?
My best learning methods involve a combination of visual, auditory, and hands-on techniques. I find that I learn best when I can see information presented visually, such as through diagrams, charts, or videos. Additionally, I benefit from hearing information explained aloud, whether through lectures, podcasts, or discussions. Finally, I learn effectively by engaging in hands-on activities or practical applications of the material, which helps me solidify my understanding. Overall, a multi-modal approach to learning works best for me.
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Which methods do you use for learning?
I use a combination of methods for learning, including reading books, watching educational videos, attending workshops and seminars, and engaging in hands-on activities. I also find it helpful to discuss topics with others to gain different perspectives and insights. Additionally, I make use of online courses and tutorials to deepen my understanding of specific subjects.
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