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Machine Learning : The Basics
Machine learning (ML) has become a commonplace element in our everyday lives and a standard tool for many fields of science and engineering.To make optimal use of ML, it is essential to understand its underlying principles.This book approaches ML as the computational implementation of the scientific principle.This principle consists of continuously adapting a model of a given data-generating phenomenon by minimizing some form of loss incurred by its predictions.The book trains readers to break down various ML applications and methods in terms of data, model, and loss, thus helping them to choose from the vast range of ready-made ML methods. The book’s three-component approach to ML provides uniform coverage of a wide range of concepts and techniques.As a case in point, techniques for regularization, privacy-preservation as well as explainability amount tospecific design choices for the model, data, and loss of a ML method.
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Learning Radiology : Recognizing the Basics
Dr. William Herring's Learning Radiology: Recognizing the Basics, 5th Edition, remains the leading introductory radiology text for medical students and others who are required to read and interpret common radiologic images.Using an easy-to-follow pattern recognition approach, this clearly written, highly illustrated text teaches how to differentiate normal and abnormal images of all modalities.From the basics of patient safety, dose reduction, and radiation protection to the latest information on ultrasound, MRI, and CT, it provides a complete, up-to-date introduction to radiology needed by today's students. Uses a clear, conversational writing style-with a touch of humor-to explain what you need to know to effectively interpret medical images of all modalities. Teaches how to arrive at a diagnosis by following a pattern recognition approach, and logically overcome difficult diagnostic challenges with the aid of decision trees. Employs an easy-to-read, bullet-point format, including bolded key points and icons designating special content: Diagnostic Pitfalls, Really Important Points, Take-Home Points, and Weblinks. Features more than 850 high-quality illustrations, useful tables, case study questions, and teaching boxes throughout. Shares 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. Offers quick review and instruction for medical students, residents, and fellows, as well as those in related fields such as nurse practitioners and physician assistants. An eBook version is included with purchase. The eBook allows you to access all of the text, figures and references, with the ability to search, customize your content, make notes and highlights, and have content read aloud-as well as access bonus content, including new appendices covering the Discovery of X-rays, Diagnostic Radiology Signs, and Artificial Intelligence in Radiology; USMLE-style Q&A; 30 videos; and more.
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Museums and Interactive Virtual Learning
Museums and Interactive Virtual Learning provides informal educators with practical resources that will help them to build dynamic digital engagement experiences within their own cultural organizations. Presenting vignettes from experienced museum educators and end users, as well as scientific data and practical resources, the book highlights the mutual benefits that Interactive Virtual Learning (IVL) programs offer to the museum and those visiting from a distance.Chapters mirror the step-by-step process of developing reputable IVL programs and emphasize how important it is for cultural organizations to encourage cross-departmental collaboration, if they wish to ensure that their programs align with the overall goals of the organization.Providing a thorough overview of the technologies, budget, marketing and staff requirements, the authors offer a realistic depiction of the work involved in building content for digital engagement.Emphasizing the importance of assessing existing programming, the book shows how institutions can adapt content to fit a virtual format and create inclusive digital engagement opportunities that reach local, national, and international audiences. Museums and Interactive Virtual Learning is an essential guide for professionals who are tasked with interpreting the content of a cultural organization and building lasting digital engagement opportunities.It will be particularly useful to those looking to reach diverse audiences.
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Learning Professional Python : Volume 1: The Basics
Volume 1 of Learning Professional Python is a resource for students who want to learn Python even if they don’t have any programming knowledge and for teachers who want a comprehensive introduction to Python to use with their students.This book helps the students achieve their dream job in IT Industry and teaches the students in an easy, understandable manner while strengthening coding skills. Learning Professional Python: Volume 1 Objectives Become familiar with the features of Python programming language Introduce the object-oriented programming concepts Discover how to write Python code by following the object-oriented programming concepts Become comfortable with concepts such as classes, objects, inheritance, dynamic dispatch, interfaces, and packages Learn the Python generics and collections Develop exception handling and the multithreaded applications Design graphical user interface (GUI) applications
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Basics Basics Home Freezing Handbook
This is Carol Bowen's sequel to her "Basic Basics Combination and Microwave Handbook", and it follows the same formula as an A to Z compendium.The reader looks up the fruit, the vegetable, the fish, the meat, the sauces, cakes or herbs, and there are quick guidelines on freezing each type of food.The author also explains how a freezer works, gives advice on choosing and siting a freezer, insurance, cleaning, maintenance, what to do in emergencies, packaging and accessories, freezing techniques and de-frosting, refreezing and thawing as well as storage times.
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Subcultures: The Basics : The Basics
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Basics of Dental Technology : A Step by Step Approach
Now available in a second edition, Basics of Dental Technology is a complete reference for the current techniques and materials used in dental technology. Retains the accessible, task-based approach and step-by-step guidance of the first editionFeatures updates throughout, as well as a new chapter on digital dental technology and an interactive student website to support self-assessmentExplains key competencies, concepts, instruments, and equipment, and also introduces more specialist techniques and procedures, such as denture prosthetics, fixed prosthodontics and orthodontic workProvides essential information for trainee dental technicians and students learning about dental technology, including study tips and strategies for working effectively within a dental team
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