This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

Foundations of European Politics: A Comparative Approach offers an accessible introduction to European politics using a coherent comparative and analytical framework. It presents students with the basic theoretical and empirical toolkit of social scientific researchers, and explains how ananalytic approach can be used to understand both domestic and EU-level policy-making in Europe.The book draws on cutting edge research from all areas of European politics - from national and EU institutions, to political behaviour and policy-making - and uses case studies and examples throughout to help students compare different electoral systems, parties and governments across Europe.The book is structured thematically in five parts, beginning with theoretical foundations; moving on to examine citizens and voters, elections and parties, governments and policy; and finally covering the rule of law, democracy and backsliding.Digital formats and resourcesFoundations of European Politics: A Comparative Approach is available for students and institutions to purchase in a variety of formats, and is supported by online resources.DT The e-book offers a mobile experience and convenient access along with functionality tools, navigation features and links that offer extra learning support: www.oxfordtextbooks.co.uk/ebooks http://www.oxfordtextbooks.co.uk/ebooksDT Online resources for students include: multiple choice questions, web links, essay questions, and data descriptions and data exercises.DT Online resources for lecturers include: adaptable PowerPoint slides, test bank questions, figures and tables from the book.

The Colorado Trail is the only guide available for thru-hikers, day hikers, mountain bikers, trail runners, and equestrians to the extraordinary Colorado Trail that stretches 468 miles from Denver to Durango. The completely revised 7th edition includes text and map revisions for several sections where reroutes of the trail have taken place, as well as 90 colour pictures, 28 segment maps, elevation profiles, integrated GPS waypoints, town maps and mountain bike detours of Wilderness Areas.The Colorado Trail (CT) is one of the premier scenic long trails in North America. It winds its way through endless fields of wildflowers to windy mountain passes, from wild mountain rivers and streams to winding trails through old growth forests. The CT crosses eight mountain ranges, seven National Forests, six Wilderness Areas and five river systems. Starting near Denver at 5,500 feet and ending near Durango at 7,000 feet, the CT gains and loses almost 76,000 feet in elevation over 468 miles. New to this edition are revisions of four of the 28-segment trail descriptions including sections 8, 11, 23 and 24.

Some of the nation's wealthiest philanthropies, including the Bill and Melinda Gates Foundation, the Walton Family Foundation, and the Broad Foundation have invested hundreds of millions of dollars in education reform. With vast wealth and a political agenda, these foundations have helped to reshape the reform landscape in urban education. In Follow the Money, Sarah Reckhow shows where and how foundation investment in education is occurring and presents in-depth analysis of the effects of these investments within the two largest urban districts in the United States: New York City and Los Angeles. In New York City, centralized political control and the use of private resources have enabled rapid implementation of reform proposals. Yet this potent combination of top-down authority and outside funding also poses serious questions about transparency, responsiveness, and democratic accountability in New York. Furthermore, the sustainability of reform policies is closely linked to the political fortunes of the current mayor and his chosen school leader. While the media has highlighted the efforts of drastic reformers and dominating leaders such as Joel Klein in New York City and Michelle Rhee in Washington, D.C., a slower, but possibly more transformative, set of reforms have been taking place in Los Angeles. These reforms were also funded and shaped by major foundations, but they work from the bottom up, through charter school operators managing networks of schools. This strategy has built grassroots political momentum and demand for reform in Los Angeles that is unmatched in New York City and other districts with mayoral control. Reckhow's study of Los Angeles's education system shows how democratically responsive urban school reform could occur-pairing foundation investment with broad grassroots involvement. Bringing a sharp analytical eye and a wealth of evidence to one of the most politicized issues of our day, Follow the Money will reshape our thinking about educational reform in America.

Foundations for Community Health Workers Foundations for Community Health Workers is a training resource for client- and community-centered public health practitioners, with an emphasis on promoting health equality. Based on City College of San Francisco's CHW Certificate Program, it begins with an overview of the historic and political context informing the practice of community health workers. The second section of the book addresses core competencies for working with individual clients, such as behavior change counseling and case management, and practitioner development topics such as ethics, stress management, and conflict resolution. The book's final section covers skills for practice at the group and community levels, such as conducting health outreach and facilitating community organizing and advocacy. Praise for Foundations for Community Health Workers "This book is the first of its kind: a manual of core competencies and curricula for training community health workers. Covering topics from health inequalities to patient-centered counseling, this book is a tremendous resource for both scholars of and practitioners in the field of community-based medicine. It also marks a great step forward in any setting, rich or poor, in which it is imperative to reduce health disparities and promote genuine health and well-being." Paul E. Farmer, MD., PhD, Maude and Lillian Presley Professor of Social Medicine in the Department of Global Health and Social Medicine at Harvard Medical School; founding director, Partners In Health. "This book is based on the contributions of experienced CHWs and advocates of the field. I am confident that it will serve as an inspiration for many CHW training programs." Yvonne Lacey, CHW, former coordinator, Black Infant Health Program, City of Berkeley Health Department; former chair, CHW Special Interest Group for the APHA. "This book masterfully integrates the knowledge, skills, and abilities required of a CHW through storytelling and real life case examples. This simple and elegant approach brings to life the intricacies of the work and espouses the spirit of the role that is so critical to eliminating disparities a true model educational approach to emulate." Gayle Tang, MSN, RN., director, National Linguistic and Cultural Programs, National Diversity, Kaiser Permanente "Finally, we have a competency-based textbook for community health worker education well informed by seasoned CHWs themselves as well as expert contributors." Donald E. Proulx, CHW National Education Collaborative, University of Arizona

Classic analysis of the foundations of statistics and development of personal probability, one of the greatest controversies in modern statistical thought. Revised edition. Calculus, probability, statistics, and Boolean algebra are recommended.

This book offers a basic understanding of the Internet of Things (IoT), its design issues and challenges for healthcare applications. It also provides details of the challenges of healthcare big data, role of big data in healthcare and techniques, and tools for IoT in healthcare. This book offers a strong foundation to a beginner. All technical details that include healthcare data collection unit, technologies and tools used for the big data analytics implementation are explained in a clear and organized format.