It has been used to expose injustice, improve health outcomes, and topple governments. But it has also been used to discriminate, police, and surveil. This potential for good, on the one hand, and harm, on the other, makes it essential to ask: Data science by whom? Data science for whom? Data science with whose interests in mind? The narratives around big data and data science are overwhelmingly white, male, and techno-heroic. In Data Feminism, Catherine D'Ignazio and Lauren Klein present a new way of thinking about data science and data ethics—one that is informed by intersectional feminist thought.Illustrating data feminism in action, D'Ignazio and Klein show how challenges to the male/female binary can help challenge other hierarchical (and empirically wrong) classification systems. They explain how, for example, an understanding of emotion can expand our ideas about effective data visualization, and how the concept of invisible labor can expose the significant human efforts required by our automated systems. And they show why the data never, ever “speak for themselves.”Data Feminism offers strategies for data scientists seeking to learn how feminism can help them work toward justice, and for feminists who want to focus their efforts on the growing field of data science. But Data Feminism is about much more than gender. It is about power, about who has it and who doesn't, and about how those differentials of power can be challenged and changed.

    It discusses new results, along with applications of probability theory to a variety of problems. The book contains many exercises and is suitable for use as a textbook on graduate-level courses involving data analysis. Aimed at readers already familiar with applied mathematics at an advanced undergraduate level or higher, it is of interest to scientists concerned with inference from incomplete information.

    We have in particular given a large place to the rôle and to the history of the Church which dominates all this period, and which has been ordinarily so neglected in our schoolbooks, and have sought to make clear how France obtained in the thirteenth century a sort of political and intellectual hegemony in Europe. We hope those who read will understand what were the great ideas and directive tendencies which determined the historical evolution of the Middle Ages. We have always kept in mind in writing the conclusion to which we were advancing." - Charles Bémont & Gabriel MonodContents: The Roman Empire at the End of the Fourth Century. The Barbarians. The Germanic Invasions – The Vandals, The Visigoths, and the Huns (376-476). The Germanic Invasions – The Ostrogoths. The Germanic Invasions – The Barbarians in Gaul – Clovis. The Frankish Kingdom from 511 to 639. Institutions of Gaul after the Invasions. The Roman Empire of the East in the Sixth Century. The Last Invasions and the Papacy – The Lombards and Gregory the Great – The Anglo-Saxons and Monasticism. The Arabs – Mohammed. Arabian Empire – Conquests and Civilization. The Fainéant Kings – Foundation of the Carolingian Dynasty – Charlemagne. Empire of the Franks – Carolingian Customs and Institutions. The Carolingian Decadence, 814-888. The Last Carolingians – Invasions of the Saracens, Hungarians, and Norsemen – Origin of Feudalism. The Feudal System. Germany and Italy (888-1056). Emperor and Pope – Church Reform – Gregory VII. The Guelfs and Hohenstaufen – Alexander III. and Frederick I. Barbarossa. End of the Hohenstaufen – Victory of the Papacy over the Empire. The Christian and Mussulman Orient from the Seventh to the Eleventh Century. The Crusades. The Country Districts and Cities of France - Emancipation of Peasants and Bourgeois. French Royalty (987-1154). French Royalty (1154-1270). Institutions of Capetian Royalty. England from the Ninth to the Thirteenth Century. Continental Europe. The Roman Church in the Thirteenth Century. The Church and Heresies. Christian and Feudal Civilization – Instruction And Sciences – Literature And Arts – Worship. General Summary.

    Froeb/McCann's MANAGERIAL ECONOMICS: A PROBLEM SOLVING APPROACH, 2E covers traditional material using a problem-based pedagogy built around common business mistakes. Models are used sparingly, and then only to the extent that they help students figure out why mistakes are made, and how to fix them. This edition's succinct, fast-paced presentation and challenging, interactive applications place students in the role of a decision maker who has to identify mistakes that reduce profits, and propose solutions to bring profits back up. The lively book provides an excellent ongoing reference for students pursuing business careers. New chapters and updates highlight mistakes that precipitated the financial crisis. With MANAGERIAL ECONOMICS, 2E your students are taught to use economics to not only identify profitable decisions, but also how to implement them within an organization.

    E-mail, instant messaging and chat are rapidly replacing conventional forms of correspondence, and the Web has become the first port of call for both information enquiry and leisure activity. How is this affecting language? There is a widespread view that as 'technospeak' comes to rule, standards will be lost. In this book, David Crystal argues the reverse: that the Internet has encouraged a dramatic expansion in the variety and creativity of language. Covering a range of Internet genres, including e-mail, chat, and the Web, this is a revealing account of how the Internet is radically changing the way we use language. This second edition has been thoroughly updated to account for more recent phenomena, with a brand new chapter on blogging and instant messaging. Engaging and accessible, it will continue to fascinate anyone who has ever used the Internet.

    Organized around a strategic marketing framework"Services Marketing" guides readers into the consumer and competitive environments in services marketing. The marketing framework has been restructured for this edition to reflect what is happening in services marketing today.

    To accomplish this, OBM, 8E achieves the difficult goal of preserving its key strengths (i.e., thorough, current, good balance of research and practice) while streamlining its content by removing over 100 pages of readings that are now available on the Web. This reduction in page length makes the book more affordable, teachable, and efficient for students. Preserving Scholarship While Streamlining captures the spirit of what I/K/M used as the guiding principle while writing OBM 8E.

    Using the cross-disciplinary approaches of speech and social psychology, Knapp and Hall center on how nonverbal communication research affects a wide variety of academic interests. It is the most comprehensive, most readable compendium of research and theory on nonverbal communication available. It is the standard reference in this area.

    Get an insider's tour of databases and client-server systems so you can understand the local customs. Then work your way up to sophisticated commands and statements, and check out the coverage of SQL-related products, such as Microsoft SQL server. You'll be able to communicate with your database like a native speaker in no time! Inside, find helpful advice on how to Get a complete overview of SQL components, such as Data Definition Language, Data Manipulation Language, and Data Control Language Use SQL to transfer and retrieve information on the Internet and intranets Uncover fundamental SQL commands and data types Extract data from many different data sources by using ODBC Master the basics of creating tables, views, schemas, and indexes for easy data access Manage databases by using SQL server Access a database over the Internet Get tips for making advanced queries

    Communication is also emphasized, with a focus on how to document and communicate project developments, both within and outside of the team. In-depth coverage of planning, scheduling and cost management is also provided. The authors' goal is to provide many cases that are fun and elicit interesting debates, and this edition includes new end-of-chapter cases. In addition, all new up-to-date Real World Project Management vignettes are included at the beginning and within each chapter, giving you a taste of how project management is practically applied in the workplace. Key points of each chapter are highlighted in Critical Success Factor boxes, providing an overview of the main ideas covered within the chapter. End-of-chapter materials contain questions and Internet exercises that allow you to apply the concepts covered in the chapter. Sprinkled throughout each chapter are boxed questions designed to test your comprehension of key concepts. A trial version of Microsoft Office Project 2007 is included for student use on class projects.

    But many people use data in ways they don't even understand, meaning they aren't getting the most from it. Bayesian Statistics the Fun Way will change that.This book will give you a complete understanding of Bayesian statistics through simple explanations and un-boring examples. Find out the probability of UFOs landing in your garden, how likely Han Solo is to survive a flight through an asteroid shower, how to win an argument about conspiracy theories, and whether a burglary really was a burglary, to name a few examples.By using these off-the-beaten-track examples, the author actually makes learning statistics fun. And you'll learn real skills, like how to:- How to measure your own level of uncertainty in a conclusion or belief- Calculate Bayes theorem and understand what it's useful for- Find the posterior, likelihood, and prior to check the accuracy of your conclusions- Calculate distributions to see the range of your data- Compare hypotheses and draw reliable conclusions from themNext time you find yourself with a sheaf of survey results and no idea what to do with them, turn to Bayesian Statistics the Fun Way to get the most value from your data.

    The field is ready for a text that not only demonstrates how to use the algorithms that make up machine learning methods, but also provides the background needed to understand how and why these algorithms work. Machine Learning: An Algorithmic Perspective is that text.Theory Backed up by Practical ExamplesThe book covers neural networks, graphical models, reinforcement learning, evolutionary algorithms, dimensionality reduction methods, and the important area of optimization. It treads the fine line between adequate academic rigor and overwhelming students with equations and mathematical concepts. The author addresses the topics in a practical way while providing complete information and references where other expositions can be found. He includes examples based on widely available datasets and practical and theoretical problems to test understanding and application of the material. The book describes algorithms with code examples backed up by a website that provides working implementations in Python. The author uses data from a variety of applications to demonstrate the methods and includes practical problems for students to solve.Highlights a Range of Disciplines and ApplicationsDrawing from computer science, statistics, mathematics, and engineering, the multidisciplinary nature of machine learning is underscored by its applicability to areas ranging from finance to biology and medicine to physics and chemistry. Written in an easily accessible style, this book bridges the gaps between disciplines, providing the ideal blend of theory and practical, applicable knowledge."

    It is very readable and the stress many beginners face about memorizing arcane syntax typically presented by other programming languages will not affect you at all. Conversely, you will be able to concentrate on learning concepts and paradigms of programming. This book shall introduce you to an easy way to learn Python in just 7 days and in this time, be able to complete your own projects! By reading the book and implementing what you learn herein, you will realize just why major institutions like NASA, Google, Mozilla, Yahoo, Dropbox, IBM, Facebook and many others prefer to use python in their core products, services and business processes. Let

    What is good English, and why do we need it? The Queen's English shows how the English language, used properly, has great power to instruct, move and entertain people, but used incorrectly, can lead to a lack of clarity and confusion. This book informs in a light-hearted way, reminding readers how to use the basics of grammar, punctuation and spelling, as well as further teaching them new tips and tricks of style, rhetoric, vocabulary and the use of foreign phrases, to give their writing and speech a stylish and impressive flair. The book also shows the perils of using language incorrectly, offering extremely (if unintentionally) humorous examples of where bad English can cause one thing to mean something entirely different! Authoritative yet entertaining, and illustrated with pithy drawings, this is the ideal book for anyone who strives for clear, stylish and accurate communication.

    It combines explanations of English grammar with information on how, when and why we use different structures. It shows the differences between spoken and written grammar and includes frequency information of the most common forms.