Автор: Christopher M. Bishop Название: Pattern Recognition and Machine Learning ISBN: 0387310738 ISBN-13(EAN): 9780387310732 Издательство: Springer Рейтинг: Цена: 11878.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.
Автор: Kevin Murphy Название: Machine Learning ISBN: 0262018020 ISBN-13(EAN): 9780262018029 Издательство: MIT Press Рейтинг: Цена: 18622.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.
Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.
The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package -- PMTK (probabilistic modeling toolkit) -- that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.
Автор: William Herring Название: Learning Radiology: Recognizing the Basics, 3rd Edition ISBN: 0323328075 ISBN-13(EAN): 9780323328074 Издательство: Elsevier Science Рейтинг: Цена: 6336.00 р. Наличие на складе: Поставка под заказ.
Описание: A must-have for anyone who will be required to read and interpret common radiologic images, Learning Radiology: Recognizing the Basics is an image-filled, practical, and easy-to-read introduction to key imaging modalities. Skilled radiology teacher William Herring, MD, masterfully covers exactly what you need to know to effectively interpret medical images of all modalities. Learn the latest on ultrasound, MRI, CT, patient safety, dose reduction, radiation protection, and more, in a time-friendly format with brief, bulleted text and abundant high-quality images.
Then ensure your mastery of the material with additional online content, bonus images, and self-assessment exercises at Student Consult. Identify a wide range of common and uncommon conditions based upon their imaging findings. Arrive at diagnoses by following a pattern recognition approach, and logically overcome difficult diagnostic challenges with the aid of decision trees.
Quickly grasp the fundamentals you need to know through more than 700 images and an easy-to-use format and pedagogy, including: bolding of key points and icons designating special content; Diagnostic Pitfalls; Really, Really Important Points; Weblinks; and Take-Home Points. Gauge your mastery of the material and build confidence with extra images, bonus content, interactive self-assessment exercises, and USMLE-style Q&A that provide effective chapter review and quick practice for your exams. Apply the latest recommendations on patient safety, dose reduction and radiation protection Benefit from the extensive knowledge and experience of esteemed author Dr.
William Herring-a skilled radiology teacher and the host of his own specialty website, www.learningradiology.com. Stay current in the latest advancements and developments with meticulous updates throughout including a new chapter on Pediatric Radiology as well as more than 60 new and updated photos, many highlighting newer imaging modalities. Maximize your learning experience with interactive Student Consult extras videos/images of 3D images, functional imaging examinations, dynamic studies, and additional assessments.
Student Consult eBook version included with purchase. This enhanced eBook experience allows you to search all of the text, figures, references, and videos from the book on a variety of devices.
Автор: Malley Название: Statistical Learning for Biomedical Data ISBN: 0521699096 ISBN-13(EAN): 9780521699099 Издательство: Cambridge Academ Рейтинг: Цена: 6494.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Biomedical researchers need machine learning techniques to make predictions such as survival/death or response to treatment when data sets are large and complex. This highly motivating introduction to these machines explains underlying principles in nontechnical language, using many examples and figures, and connects these new methods to familiar techniques.
Автор: Ingrid Pramling Samuelsson; Marilyn Fleer Название: Play and Learning in Early Childhood Settings ISBN: 1402084978 ISBN-13(EAN): 9781402084973 Издательство: Springer Рейтинг: Цена: 20962.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Presents a cultural-historical study of the play of children from birth to 2 years of age in their early childhood education and care settings across 7 countries. This book provides investigations of the play activities of infants and toddlers in their early childhood settings. It examines how play has been enacted across countries.
Автор: Ingrid Pramling Samuelsson; Marilyn Fleer Название: Play and Learning in Early Childhood Settings ISBN: 9048178932 ISBN-13(EAN): 9789048178933 Издательство: Springer Рейтинг: Цена: 20962.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This is the first ever cultural-historical study of the play of children from birth to two in their education and care settings across 7 countries. Researchers present their investigations of the play activities of infants and toddlers in these settings.
Автор: Shea, Mary Название: Parallel learning of reading and writing in early childhood ISBN: 0415882990 ISBN-13(EAN): 9780415882996 Издательство: Taylor&Francis Рейтинг: Цена: 5817.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Parallel Learning of Reading and Writing in Early Childhood explores why it`s important to provide a balanced language learning environment for young children and offers approaches for children to practice and explore language.
Автор: Heider Название: Service Learning as Pedagogy in Early Childhood Education ISBN: 3319424289 ISBN-13(EAN): 9783319424286 Издательство: Springer Рейтинг: Цена: 15372.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book presents the most recent theory, research, and practice on service learning as it relates to early childhood education. It describes several service learning programs, many of which were developed to better prepare pre-service teachers for the challenges they face in today’s early childhood classrooms, including class size, ever-changing technology, diversity, high-stakes testing, parental involvement (or the lack thereof), and shrinking budgets. The book shares stories of positive outcomes from pre-service teachers who, having participated in service-learning programs, report a shift in their attitudes and beliefs including an increased empathy for others, a heightened sensitivity to student differences, more democratic values, and a greater commitment to teaching. In addition, the book examines the effects of service learning and positive outcomes for children and teacher educators as well.Schools today face an increasing number of language learners, the mainstreaming of special population students, and working with a standards-driven curriculum. All of these present new challenges for teachers as they attempt to meet their students’ educational needs. As a result of this new classroom environment, and the educational needs they present, teacher educators must now seek different approaches to prepare prospective teachers to meet these needs because the traditional approaches to teacher preparation, such as coursework independent of fieldwork, are no longer effective in equipping teachers to address these issues. This book examines in detail the new approach of service learning.
Описание: This is an inspiring step-by-step guide to documenting children`s ideas, questions, play, and learning in a way that enhances teachers` thinking and understanding at the same time. The book supports teachers on their journey to tell the stories behind children`s work and inquiry.
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