Practical Fairness

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Practical Fairness

Author : Aileen Nielsen
Publisher : O'Reilly Media
ISBN 13 : 1492075701
Total Pages : 346 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Fairness by : Aileen Nielsen

Download or read book Practical Fairness written by Aileen Nielsen and published by O'Reilly Media. This book was released on 2020-12-01 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Conceptualising Procedural Fairness in EU Competition Law

Author : Haukur Logi Karlsson
Publisher : Bloomsbury Publishing
ISBN 13 : 1509935436
Total Pages : 192 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Conceptualising Procedural Fairness in EU Competition Law by : Haukur Logi Karlsson

Download or read book Conceptualising Procedural Fairness in EU Competition Law written by Haukur Logi Karlsson and published by Bloomsbury Publishing. This book was released on 2020-09-17 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Advances in Bias and Fairness in Information Retrieval

Author : Ludovico Boratto
Publisher : Springer Nature
ISBN 13 : 3031372492
Total Pages : 187 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Advances in Bias and Fairness in Information Retrieval by : Ludovico Boratto

Download or read book Advances in Bias and Fairness in Information Retrieval written by Ludovico Boratto and published by Springer Nature. This book was released on 2023-08-22 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Fairness Is Overrated

Author : Tim Stevens
Publisher : HarperChristian + ORM
ISBN 13 : 1400206553
Total Pages : 253 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Fairness Is Overrated by : Tim Stevens

Download or read book Fairness Is Overrated written by Tim Stevens and published by HarperChristian + ORM. This book was released on 2015-01-13 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Model Rules of Professional Conduct

Author : American Bar Association. House of Delegates
Publisher : American Bar Association
ISBN 13 : 9781590318737
Total Pages : 216 pages
Book Rating : 4.3/5 (187 download)

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Book Synopsis Model Rules of Professional Conduct by : American Bar Association. House of Delegates

Download or read book Model Rules of Professional Conduct written by American Bar Association. House of Delegates and published by American Bar Association. This book was released on 2007 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Nihilism and Metaphysics

Author : Vittorio Possenti
Publisher : State University of New York Press
ISBN 13 : 143845208X
Total Pages : 426 pages
Book Rating : 4.4/5 (384 download)

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Book Synopsis Nihilism and Metaphysics by : Vittorio Possenti

Download or read book Nihilism and Metaphysics written by Vittorio Possenti and published by State University of New York Press. This book was released on 2014-04-10 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: Challenging the idea that nihilism has supplanted metaphysics, Vittorio Possenti finds in this philosophical turn the grounds for a mature renewal of metaphysics. Possenti takes the reader on a "third voyage" that goes beyond the "second voyage" indicated by Plato in the Phaedo. He traces the ascendancy of nihilism in philosophy, offering critical examinations of Nietzsche, Gentile, Heidegger, Habermas, Husserl, Gadamer, Ricoeur, and Vattimo. With penetrating accounts of philosophical movements such as hermeneutics and logical empiricism, rich with both historical and theoretical insights, Possenti provides a compelling defense of the power of human reason to apprehend the most obvious but also the most profound aspect of things: that they exist. By exploring the ubiquity of nihilism and probing its philosophical roots, Possenti clears the way for a fresh reformulation of metaphysics.

Anti-Bias Education for Young Children and Ourselves

Author : Louise Derman-Sparks
Publisher :
ISBN 13 : 9781938113574
Total Pages : 224 pages
Book Rating : 4.1/5 (135 download)

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Book Synopsis Anti-Bias Education for Young Children and Ourselves by : Louise Derman-Sparks

Download or read book Anti-Bias Education for Young Children and Ourselves written by Louise Derman-Sparks and published by . This book was released on 2020-04-07 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: Anti-bias education begins with you! Become a skilled anti-bias teacher with this practical guidance to confronting and eliminating barriers.

Computer Aided Verification

Author : Costas Courcoubetis
Publisher : Springer Science & Business Media
ISBN 13 : 9783540569220
Total Pages : 520 pages
Book Rating : 4.5/5 (692 download)

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Book Synopsis Computer Aided Verification by : Costas Courcoubetis

Download or read book Computer Aided Verification written by Costas Courcoubetis and published by Springer Science & Business Media. This book was released on 1993-06-16 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the proceedings of the Fifth Conference on Computer-Aided Verfication, held in Crete, Greece, in June/July 1993. The objective of the CAV conferences is to bring together researchers and practitioners interested in the development anduse of methods, tools, and theories for the computer-aided verification of concurrent systems. The conferences provide an opportunity for comparing various verfication methods and tools that can be used to assist the applications designer. Emphasis is placed on new research results and the application of existing methods to real verification problems. The volume contains abstracts of three invited lectures and full versions of 37 contributed papers selected from 84 submissions.The contributions are grouped into sections on hardware verification with BDDs, methods and tools, theorem proving, analysis of real-time systems, process algebras and calculi, partial orders, and exploiting symmetry.

Intellectual Jazz

Author : Keith Ferreira
Publisher : iUniverse
ISBN 13 : 0595267297
Total Pages : 164 pages
Book Rating : 4.5/5 (952 download)

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Book Synopsis Intellectual Jazz by : Keith Ferreira

Download or read book Intellectual Jazz written by Keith Ferreira and published by iUniverse. This book was released on 2003-02-16 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intellectual Jazz is about the discipline of philoscience. Philoscience is about the interpretation and critique of science and other disciplines.

Intelligent Systems in Medicine and Health

Author : Trevor A. Cohen
Publisher : Springer Nature
ISBN 13 : 3031091086
Total Pages : 607 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Intelligent Systems in Medicine and Health by : Trevor A. Cohen

Download or read book Intelligent Systems in Medicine and Health written by Trevor A. Cohen and published by Springer Nature. This book was released on 2022-11-09 with total page 607 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook comprehensively covers the latest state-of-the-art methods and applications of artificial intelligence (AI) in medicine, placing these developments into a historical context. Factors that assist or hinder a particular technique to improve patient care from a cognitive informatics perspective are identified and relevant methods and clinical applications in areas including translational bioinformatics and precision medicine are discussed. This approach enables the reader to attain an accurate understanding of the strengths and limitations of these emerging technologies and how they relate to the approaches and systems that preceded them. With topics covered including knowledge-based systems, clinical cognition, machine learning and natural language processing, Intelligent Systems in Medicine and Health: The Role of AI details a range of the latest AI tools and technologies within medicine. Suggested additional readings and review questions reinforce the key points covered and ensure readers can further develop their knowledge. This makes it an indispensable resource for all those seeking up-to-date information on the topic of AI in medicine, and one that provides a sound basis for the development of graduate and undergraduate course materials.

Reliable Machine Learning

Author : Cathy Chen
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098106199
Total Pages : 411 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Reliable Machine Learning by : Cathy Chen

Download or read book Reliable Machine Learning written by Cathy Chen and published by "O'Reilly Media, Inc.". This book was released on 2021-10-12 with total page 411 pages. Available in PDF, EPUB and Kindle. Book excerpt: Whether you're part of a small startup or a multinational corporation, this practical book shows data scientists, software and site reliability engineers, product managers, and business owners how to run and establish ML reliably, effectively, and accountably within your organization. You'll gain insight into everything from how to do model monitoring in production to how to run a well-tuned model development team in a product organization. By applying an SRE mindset to machine learning, authors and engineering professionals Cathy Chen, Kranti Parisa, Niall Richard Murphy, D. Sculley, Todd Underwood, and featured guest authors show you how to run an efficient and reliable ML system. Whether you want to increase revenue, optimize decision making, solve problems, or understand and influence customer behavior, you'll learn how to perform day-to-day ML tasks while keeping the bigger picture in mind. You'll examine: What ML is: how it functions and what it relies on Conceptual frameworks for understanding how ML "loops" work How effective productionization can make your ML systems easily monitorable, deployable, and operable Why ML systems make production troubleshooting more difficult, and how to compensate accordingly How ML, product, and production teams can communicate effectively

Public Service

Author :
Publisher :
ISBN 13 :
Total Pages : 284 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Public Service by :

Download or read book Public Service written by and published by . This book was released on 1913 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Public Service Management

Author :
Publisher :
ISBN 13 :
Total Pages : 854 pages
Book Rating : 4.:/5 (26 download)

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Book Synopsis Public Service Management by :

Download or read book Public Service Management written by and published by . This book was released on 1913 with total page 854 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Public Service Magazine

Author :
Publisher :
ISBN 13 :
Total Pages : 460 pages
Book Rating : 4.U/5 (183 download)

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Book Synopsis Public Service Magazine by :

Download or read book Public Service Magazine written by and published by . This book was released on 1913 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt:

TensorFlow 2 Pocket Reference

Author : KC Tung
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492089133
Total Pages : 214 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis TensorFlow 2 Pocket Reference by : KC Tung

Download or read book TensorFlow 2 Pocket Reference written by KC Tung and published by "O'Reilly Media, Inc.". This book was released on 2021-07-19 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: This easy-to-use reference for TensorFlow 2 design patterns in Python will help you make informed decisions for various use cases. Author KC Tung addresses common topics and tasks in enterprise data science and machine learning practices rather than focusing on TensorFlow itself. When and why would you feed training data as using NumPy or a streaming dataset? How would you set up cross-validations in the training process? How do you leverage a pretrained model using transfer learning? How do you perform hyperparameter tuning? Pick up this pocket reference and reduce the time you spend searching through options for your TensorFlow use cases. Understand best practices in TensorFlow model patterns and ML workflows Use code snippets as templates in building TensorFlow models and workflows Save development time by integrating prebuilt models in TensorFlow Hub Make informed design choices about data ingestion, training paradigms, model saving, and inferencing Address common scenarios such as model design style, data ingestion workflow, model training, and tuning

ACHIEVING FAIRNESS

Author : KAREN. BUSBY
Publisher :
ISBN 13 : 9780779892297
Total Pages : pages
Book Rating : 4.8/5 (922 download)

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Book Synopsis ACHIEVING FAIRNESS by : KAREN. BUSBY

Download or read book ACHIEVING FAIRNESS written by KAREN. BUSBY and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Criminal Law Journal of India

Author :
Publisher :
ISBN 13 :
Total Pages : 808 pages
Book Rating : 4.A/5 ( download)

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Book Synopsis The Criminal Law Journal of India by :

Download or read book The Criminal Law Journal of India written by and published by . This book was released on 1909 with total page 808 pages. Available in PDF, EPUB and Kindle. Book excerpt: