A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. Probabilistic Machine Learning grew out of the author’s 2012 book, Machine Learning: A Probabilistic Perspective. More than just a simple update, this is a completely new book that reflects the dramatic developments in the field since 2012, most notably deep learning. In addition, the new book is accompanied by online Python code, using libraries such as scikit-learn, JAX, PyTorch, and Tensorflow, which can be used to reproduce nearly all the figures; this code can be run inside a web browser using cloud-based notebooks, and provides a practical complement to the theoretical topics discussed in the book. This introductory text will be followed by a sequel that covers more advanced topics, taking the same probabilistic approach.
Reviewing the theory of the general linear model (GLM) using a general framework, Univariate and Multivariate General Linear Models: Theory and Applications with SAS, Second Edition presents analyses of simple and complex models, both univariate and multivariate, that employ data sets from a variety of disciplines, such as the social and behavioral
Neurotrauma: A Comprehensive Textbook on Traumatic Brain Injury and Spinal Cord Injury aims to bring together the latest clinical practice and research in the filed of two forms of trauma to the central nervous system: namely traumatic brain injury (TBI) and spinal cord injury (SCI). Nationally, more 1.9 million Americans sustain a traumatic brain injury annually. In parallel, there are an estimate of 12,000 new cases of SCI in the United States annually. In addition, approximately 1.2 million people live with paralysis due to SCI. In recent years, dramatic advancements in the field have resulted in much improved outcomes for patients and higher standards of care. This volume details the latest research and clinical practice in the treatment of neurotrauma, in a comprehensive but easy-to-follow format. Neurotrauma is a valuable resource for any clinician involved in caring for TBI and SCI patients, clinical research professionals, researchers, medical and graduate students, and nurse specialists.
The complexity of issues associated with gating studies with PET imaging are mostly unknown among practitioners of the field, which is posing a significant danger to those who undergo such studies. This is particularly true for respiratory gating examination. Topics in this issue include both basic and clinical topics, including views from radiation oncology physicians.
This book provides the first-ever overview of and guide to the geological setting and related features of the famous, volcanically active Galapagos Islands, as well as an in-depth analysis of the setting’s relationship to the region’s unique and iconic ecology, and its conservation. Further, it provides an introduction to human settlement and activity on the islands, including the transition from subsistence to a fishing economy and more recently tourism, all in the context of increasingly restrictive conservation regulations. Importantly, the book also explores the development of the concept and practice of sustainable development across the islands as a framework for future economic development, pursuing an approach that reconciles the needs of the resident population with conservation of this fragile environment. The book is intended for a broad readership, from those engaged in geological and ecological studies, college and university educators and conservation practitioners, to more general visitors to the islands.
The latest and most comprehensive resource on autism and related disorders Since the original edition was first published more than a quarter-century ago, The Handbook of Autism and Pervasive Developmental Disorders has been the most influential reference work in the field. Volume 2 of this comprehensive work includes a wealth of information from the experts in their respective specialities within the larger field of autism studies: Assessment, Interventions, and Social Policy Perspectives. Within the three sections found in Volume 2, readers will find in-depth treatment of: Screening for autism in young children; diagnostic instruments in autism spectrum disorders (ASD); clinical evaluation in multidisciplinary settings; assessing communications in ASD; and behavioral assessment of individuals with autism, including current practice and future directions Interventions for infants and toddlers at risk; comprehensive treatment models for children and youth with ASD; targeted interventions for social communication symptoms in preschoolers with ASD; augmentative and alternative communication; interventions for challenging behaviors; supporting mainstream educational success; supporting inclusion education; promoting recreational engagement in children with ASD; social skills interventions; and employment and related services for adults with ASD Supporting adult independence in the community for individuals with high functioning ASD; supporting parents, siblings, and grandparents of people with ASD; and evidence-based psychosocial interventions for individuals with ASD Special topic coverage such as autism across cultures; autism in the courtroom; alternative treatments; teacher and professional training guidelines; economic aspects of autism; and consideration of alternative treatments The new edition includes the relevant updates to help readers stay abreast of the state of this rapidly evolving field and gives them a guide to separate the wheat from the chaff as information about autism proliferates.
Thank you for visiting our website. Would you like to provide feedback on how we could improve your experience?
This site does not use any third party cookies with one exception — it uses cookies from Google to deliver its services and to analyze traffic.Learn More.