It draws our attention away from the bright shiny objects of the new colonialism through elucidating the social, material and political dimensions of Artificial Intelligence.”—Geoffrey C. Bowker, University of California, Irvine What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased racial, gender, and economic inequality. Drawing on more than a decade of research, award‑winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind “automated” services, to the data AI collects from us.    Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.

    The Rise of Big Data Policing introduces the cutting-edge technology that is changing how the police do their jobs and shows why it is more important than ever that citizens understand the far-reaching consequences of big data surveillance as a law enforcement tool.Andrew Guthrie Ferguson reveals how these new technologies --viewed as race-neutral and objective--have been eagerly adopted by police departments hoping to distance themselves from claims of racial bias and unconstitutional practices. After a series of high-profile police shootings and federal investigations into systemic police misconduct, and in an era of law enforcement budget cutbacks, data-driven policing has been billed as a way to "turn the page" on racial bias.But behind the data are real people, and difficult questions remain about racial discrimination and the potential to distort constitutional protections.In this first book on big data policing, Ferguson offers an examination of how new technologies will alter the who, where, when and how we police. These new technologies also offer data-driven methods to improve police accountability and to remedy the underlying socio-economic risk factors that encourage crime.The Rise of Big Data Policing is a must read for anyone concerned with how technology will revolutionize law enforcement and its potential threat to the security, privacy, and constitutional rights of citizens.Read an excerpt and interview with Andrew Guthrie Ferguson in The Economist.

    Indeed he is, giving us messages he's received from on high, messages that inspire and support us in living a beautiful fulfilled life. Get to know my dear friend Gary Busey, read Buseyisms." --Jeff Bridges, actor, The Big Lebowski and True GritWords of wisdom and incredible life stories, told through Gary Busey's unique Buseyisms."What is a Buseyism? I take the letters that spell a word to create a definition for the word in the truth of its deeper, dimensional meaning. I weave in my personal anecdotes along with my musings on how I live life successfully according to my experiences.Who am I, a genius, a crazy madman, to give advice? This is not advice. I am sharing the life lessons I learned while surviving the ups and downs of almost 50 years in Hollywood, a near fatal motorcycle accident, a drug overdose, two divorces, bankruptcy and cancer in the middle of my face. I may turn concepts you usually believe in upside down with my bizarre stories, but that comes with the dinner.These are my life lessons, my B.I.B.L.E.--Basic Instructions Before Leaving Earth."--Gary Busey

    In the third edition of this text, all chapters are completely infused with additional content, updated examples, and new case studies. Like its predecessors, it identifies core strategies for preventing and resolving both intermittent and chronic conflicts in the workplace. In addition, the bookIncludes a new foreword by Warren Bennis, which represents his most recent thinking about judgment calls and candid communications in the workplace Presents new chapters on leadership and transformational conflict coaching, and organizational systems design This definitive and comprehensive work provides a handy guide for managers, employees, union representatives, human resource experts, and consultants seeking to maintain stable and productive workplaces.

    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 contemporary companion to City Kids, City Teachers: Reports from the Front Row, this new and timely collection has been compiled by four of the country's most prominent urban educators. Contributors including Sandra Cisneros, Jonathan Kozol, Sapphire, and Patricia J. Williams provide some of the best writing on life in city schools and neighborhoods. Young people and practicing teachers, poets and scholars, social critics and journalists offer unique takes on topics ranging from culturally relevant teaching and scripted curricula to the criminalization of youth, gentrification, and the inequities of school funding.In the words of Sonia Nieto, City Kids, City Schools "challenge[s] the conventional wisdom of what it means to teach in urban schools."

    For more than a year, Washington Post reporter Robert O'Harrow has explored the threats proliferating in our digital universe. This eBook is a compilation of that reporting. With chapters built around real people, including hackers, security researchers and corporate executives, this book will help regular people, lawmakers and businesses better understand the mind-bending challenge of keeping the internet safe from hackers and security breaches -- and all out war.

    The church is facing a message delivery problem.The old communication playbook no longer works. What worked before isn’t working anymore. It’s time to rethink communication and leverage the greatest opportunities we’ve ever had to communicate in the church. In Rethink Communication, Phil Bowdle walks through the new reality for what attendance, engagement, and attention look like for the church. Then he offers a practical communication playbook you can use to communicate anything in your church—and actually connect. These practical tips and proven strategies will work regardless of size, staff, or budget.Communication has been overlooked for far too long in the church. It’s time for that to change. It’s time to rethink communication for the church.

    The book includes numerous stories about the way circles have been used in many diverse situations, discussion on the use of proactive, responsive and staff circles, and an overview of restorative practices, with particular emphasis on its relationship to circle processes.

    Completely rewritten to reflect the major changes Microsoft has made to Office, this reference includes information on creating and editing worksheets, formatting cells, entering formulas, creating and editing charts, inserting graphs, designing database forms, adding database records, using seek-and-find options, adding hyperlinks to worksheets, and more.

    Known as Mr. Spreadsheet, Walkenbach shows you how to maximize the power of Excel 2013 while bringing you up to speed on the latest features. This perennial bestseller is fully updated to cover all the new features of Excel 2013, including how to navigate the user interface, take advantage of various file formats, master formulas, analyze data with PivotTables, and more.Whether you're an Excel beginner who is looking to get more savvy or an advanced user looking to become a power user, this latest edition provides you with comprehensive coverage as well as helpful tips, tricks, and techniques that you won't find anywhere else.Shares the invaluable insight of Excel guru and bestselling author Mr. Spreadsheet John Walkenbach as he guides you through every aspect of Excel 2013 Provides essential coverage of all the newest features of Excel 2013 Presents material in a clear, concise, logical format that is ideal for all levels of Excel experience Features a website that includes downloadable templates and worksheets from the book Chart your path to fantastic formulas and stellar spreadsheets with Excel 2013 Bible!

    In fact, staff at public libraries interact with almost as many homeless individuals as staff at shelters do. Empathy and understanding, along with specific actionable advice that's drawn from experience, makes all the difference in working with this group.In this book Dowd, executive director of a homeless shelter, spotlights best practices drawn from his own shelter's policies and training materials. Filled with to-the-point guidance that will help front line public library staff and managers understand and serve this population better, this resource:• includes facts about homelessness every librarian should know;• debunks widespread myths about these individuals, explaining how they see themselves, what issues they struggle with, and how libraries can shift towards supporting them;• shares de-escalation techniques like showing respect, ways to avoid making things personal, and using proper body language;• walks readers through dealing with common issues like a sleeping patron, questionable hygiene, offensive behavior, and asking a patron to leave; and• advises on how to provide backup to a colleague and when to call the police.Filled with real life stories that illustrate the effectiveness of Dowd's approach, this one-of-a-kind guide will empower library staff to treat homeless individuals with dignity.

    Parents wonder if it’s worth the tears, frustration, and nightly arguments. eachers debate whether it’s really helpful or just busywork that consumes their precious time. One thing everyone can agree on is that homework is a contentious topic. In Ditch That Homework, Matt Miller and Alice Keeler discuss the pros and cons of homework, why teachers assign it, and what life could look like without it. As they evaluate the research and share parent and teacher insights, the authors explore some of the benefits for ditching homework: * Better education for all students * Reduced stress for families * More intentionality with lesson planning * Increased love of learning * More time for teachers to focus on learning at school and enjoying their after-school hours And that’s just the beginning. Miller and Keeler offer a convincing case for ditching—or at a minimum greatly reducing—homework. They also provide practical guidance on how to eliminate homework from your lessons. You’ll discover strategies for improving learning through differentiation and student agency and by tapping into the way the brain works best. Are you ready? Read this book and you’ll understand why it’s time to Ditch That Homework!

    Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    They teach you how to discover the "Franchise" or structure of a television show in order to write a successful and eye catching spec script. The four-act structure is covered, along with the elements that go into telling a good story. After you've blown them away with your spec script, learn how to pitch confidently and concisely. You'll also find invaluable information on how to work with producers, how to handle your first writing assignment, and tackle revisions. Also included are Writer's Guidelines, and beat sheets, from several television shows to help you familiarize yourself with the way writer's work.