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Author: Aileen Nielsen Publisher: O'Reilly Media ISBN: 1492075701 Category : Computers Languages : en Pages : 346
Book Description
Fairness is an increasingly important topic as machine learning and AI more generally take over the world. While this is an active area of research, many realistic best practices are emerging at all steps along the data pipeline, from data selection and preprocessing to blackbox model audits. This book will guide you through the technical, legal, and ethical aspects of making your code fair and secure while highlighting cutting edge academic research and ongoing legal developments related to fairness and algorithms. There is mounting evidence that the widespread deployment of machine learning and artificial intelligence in business and government is reproducing the same biases we are trying to fight in the real world. For this reason, fairness is an increasingly important consideration for the data scientist. Yet discussions of what fairness means in terms of actual code are few and far between. This code will show you how to code fairly as well as cover basic concerns related to data security and privacy from a fairness perspective.
Author: Aileen Nielsen Publisher: O'Reilly Media ISBN: 1492075701 Category : Computers Languages : en Pages : 346
Book Description
Fairness is an increasingly important topic as machine learning and AI more generally take over the world. While this is an active area of research, many realistic best practices are emerging at all steps along the data pipeline, from data selection and preprocessing to blackbox model audits. This book will guide you through the technical, legal, and ethical aspects of making your code fair and secure while highlighting cutting edge academic research and ongoing legal developments related to fairness and algorithms. There is mounting evidence that the widespread deployment of machine learning and artificial intelligence in business and government is reproducing the same biases we are trying to fight in the real world. For this reason, fairness is an increasingly important consideration for the data scientist. Yet discussions of what fairness means in terms of actual code are few and far between. This code will show you how to code fairly as well as cover basic concerns related to data security and privacy from a fairness perspective.
Author: Aaron James Publisher: OUP USA ISBN: 0199846154 Category : Business & Economics Languages : en Pages : 381
Book Description
In this book, the author argues that to achieve a fair global economy, there must be compensation of people harmed by their exposure to the global economy, but also equal division of the "gains of trade" across societies.
Author: Haukur Logi Karlsson Publisher: Bloomsbury Publishing ISBN: 1509935436 Category : Law Languages : en Pages : 193
Book Description
What constitutes a fair procedure when it comes to EU competition law? This innovative book seeks to understand the philosophical considerations at the core of conflicting procedural fairness arguments in EU competition law practice. The author argues for a conceptualisation of procedural fairness as a distributional issue that can be solved by a practical fairness theory and a comprehensive methodology. To illustrate the usefulness of the conceptualisation, three procedural fairness problems from recent EU competition law practice are analysed: - the KME–Chalkor cases; - the Groupe Gascogne cases; - the regulatory question about using a collective redress mechanism for private enforcement of EU competition law. This unique approach provides a robust philosophical and methodological foundation for arguing about a wide range of procedural fairness dilemmas. The book is a must-read for academics and practitioners seeking an imaginative perspective on the philosophical foundations of arguments about procedural fairness in EU competition law and beyond.
Author: Tim Stevens Publisher: HarperChristian + ORM ISBN: 1400206553 Category : Business & Economics Languages : en Pages : 253
Book Description
Discover the tools of leadership to revolutionize your workplace. Tim Stevens traveled an alternative road—leaving high school and immediately joining a national non-profit organization. He rose quickly through the ranks of leadership, but nine years later left it all behind to help an upstart church get its footing. During the 20 years Stevens served as Executive Pastor at Granger Community Church near South Bend, Indiana, the ministry grew from a congregation of 300 to more than 5,000; from a staff of five to more than 130; with a preschool, restaurant, three campuses and more than 1,800 new churches planted in southern India. Leaders learn by leading. Stevens knows that creating a healthy and successful organization requires throwing out the conventional instruction manual and writing one that balances practical lessons, spiritual truths, and twenty-first century realities—exactly what you will find in Fairness Is Overrated. Stevens, now an executive with the Vanderbloemen Search Group, takes his lifetime of service and dispenses with conventional wisdom. Short, powerful chapters end with actionable discussion questions. Four pillars hold up every successful leader: Be a person of integrity. Identify the right people around you. Build a great culture. Lead through crisis. This is a manual of doing, not talking. No fluff, no stale inspirational platitudes. It’s time to move past planning and kick-start Monday into action.
Author: Ludovico Boratto Publisher: Springer Nature ISBN: 3031372492 Category : Computers Languages : en Pages : 187
Book Description
This book constitutes the refereed proceedings of the 4th International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2023, held in Dublin, Ireland, in April 2023. The 10 full papers and 4 short papers included in this book were carefully reviewed and selected from 36 submissions. The present recent research in the following topics: biases exploration and assessment; mitigation strategies against biases; biases in newly emerging domains of application, including healthcare, Wikipedia, and news, novel perspectives; and conceptualizations of biases in the context of generative models and graph neural networks.
Author: American Bar Association. House of Delegates Publisher: American Bar Association ISBN: 9781590318737 Category : Law Languages : en Pages : 216
Book Description
The Model Rules of Professional Conduct provides an up-to-date resource for information on legal ethics. Federal, state and local courts in all jurisdictions look to the Rules for guidance in solving lawyer malpractice cases, disciplinary actions, disqualification issues, sanctions questions and much more. In this volume, black-letter Rules of Professional Conduct are followed by numbered Comments that explain each Rule's purpose and provide suggestions for its practical application. The Rules will help you identify proper conduct in a variety of given situations, review those instances where discretionary action is possible, and define the nature of the relationship between you and your clients, colleagues and the courts.
Author: Louise Derman-Sparks Publisher: ISBN: 9781938113574 Category : Languages : en Pages : 224
Book Description
Anti-bias education begins with you! Become a skilled anti-bias teacher with this practical guidance to confronting and eliminating barriers.
Author: Aileen Nielsen
Author: Aileen Nielsen
Author: Aaron James
Author: Haukur Logi Karlsson
Author: Tim Stevens
Author: Ludovico Boratto
Author: American Bar Association. House of Delegates
Author: KAREN. BUSBY
Author: Louise Derman-Sparks
Author: 
Author: