Kevin P. Murphy

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.

A Probabilistic Perspective

Machine Learning

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.

An Introduction

Probabilistic Machine Learning

Advanced Topics

Jennifer M. Spear

Historicising Gender and Sexuality features a diverse collection of essays that shed new light on the historical intersections between gender and sexuality across time and space. Demonstrates both the particularities of specific formulations of gender and sexuality and the nature of the relationship between the categories themselves Presents evidence that careful and contextualised analysis of the shifting relationship of gender and sexuality illuminates broader historical processes

Historicising Gender and Sexuality

David Serlin

Jason Ruiz

In this special issue of Radical History Review, scholars and activists examine the rise of "homonormativity," a lesbian and gay politics that embraces neoliberal values under the guise of queer sexual liberation. Contributors look at the historical forces through which lesbian and gay rights organizations and community advocates align with social conservatives and endorse family-oriented formations associated with domestic partnership, adoption, military service, and gender-normative social roles. Distinguished by its historical approach, "Queer Futures" examines homonormativity as a phenomenon that emerged in the United States after World War II and gained traction in the 1960s and 1970s. One essay compares Anita Bryant's antigay campaigns in the late 1970s with those of current same-sex marriage proponents to show how both focus on the abstract figure of the "endangered child." Another essay explores how the Gay and Lesbian Alliance Against Defamation's organizational amnesia has shaped its often conservative agenda. Other essays include a Marxist reading of the transsexual body, an examination of reactionary politics at the core of the movement to repeal the U.S. military's "don't ask, don't tell" policy, and a history of how "safe streets" patrols in the 1970s and 1980s became opportunities for urban gentrification and community exploitation. Contributors. Anna M. Agathangelou, Daniel Bassichis, Aaron Belkin, Nan Alamilla Boyd, Maxime Cervulle, Vincent Doyle, Roderick A. Ferguson, Christina Hanhardt, Dan Irving, Regina Kunzel, Patrick McCreery, Kevin P. Murphy, Tavia Nyong'o, Jason Ruiz, David Serlin, Tamara L. Spira, Susan Stryker, Margot D. Weiss

Queer Futures

Michael A. Alexander, MD

Dennis J. Matthews, MD

Named a Doody’s Core Title in 2012 and 2013! Widely acknowledged as the cornerstone reference in the field, Pediatric Rehabilitation brings together renowned specialists from all sectors of the pediatric rehabilitation community to provide the most current and comprehensive information available. The fifth edition has been substantially updated and expanded with evidence-based discussions of new theories, therapies, interventions, research findings, and controversies. Five completely new chapters focus on such emerging areas as the use of ultrasound to guide motor point and nerve injections, rehabilitation of chronic pain and conversion disorders, management of concussions, sports injuries, and neurodegenerative and demyelinating diseases in children. This edition also addresses important new directions in genetic markers and tests, cognitive, developmental, and neuropsychological assessment, and rehabilitation for common genetic conditions. Additionally, several new contributors provide fresh perspectives to the voices of established leaders in the field. The text covers all aspects of pediatric rehabilitation medicine from basic examination and testing to electrodiagnosis, therapeutic exercise, orthotics and assistive devices, gait labs, aging with pediatric onset disability, and in-depth clinical management of the full range of childhood disabilities and injuries. “Pearls and Perils” featured throughout the book underscore crucial information, and illustrations, summary tables, information boxes, and lists contribute to the text’s abundant clinical utility. New to the Fifth Edition: Every chapter has been thoroughly revised and expanded to reflect current thinking and practice Evidence-based discussions of new theories, therapies, interventions, research findings, and areas of controversy Five entirely new chapters illuminating emerging areas: rehabilitation of chronic pain and conversion disorders, ultrasound-guided injections, concussion management, sports injuries, and neurodegenerative and demyelinating diseases in children

Principles and Practice

Pediatric Rehabilitation, Fifth Edition

The Routledge History of American Sexuality brings together contributions from leading scholars in history and related fields to provide a far-reaching but concrete history of sexuality in the United States. This interdisciplinary group of authors explores a wide variety of case studies and concepts to provide an innovative approach to the history of sexual practices and identities over several centuries. Each chapter interrogates a provocative word or concept to reflect on the complex ideas, debates, and differences of historical and cultural opinions surrounding it. Authors challenge readers to look beyond contemporary identity-based movements in order to excavate the deeper histories of how people have sought sexual pleasure, power, and freedom in the Americas. This book is an invaluable resource for students or scholars seeking to grasp current research on the history of sexuality and is a seminal text for undergraduate and graduate courses on American History, Sexuality Studies, Women's Studies, Gender Studies, or LGBTQ Studies.

Kevin P. Murphy

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