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Practical Fairness


Practical Fairness
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Practical Fairness


Practical Fairness
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Author : Aileen Nielsen
language : en
Publisher: O'Reilly Media
Release Date : 2020-12-01

Practical Fairness written by Aileen Nielsen and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-01 with Computers categories.


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.



Practical Fairness


Practical Fairness
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Author : Aileen Nielsen
language : en
Publisher:
Release Date : 2020

Practical Fairness written by Aileen Nielsen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with categories.


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.



Practical Fairness


Practical Fairness
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Author : Aileen Nielsen
language : en
Publisher: O'Reilly Media
Release Date : 2020-12-31

Practical Fairness written by Aileen Nielsen and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-31 with categories.


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


Conceptualising Procedural Fairness In Eu Competition Law
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Author : Haukur Logi Karlsson
language : en
Publisher: Bloomsbury Publishing
Release Date : 2020-09-17

Conceptualising Procedural Fairness In Eu Competition Law written by Haukur Logi Karlsson and has been published by Bloomsbury Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-17 with Law categories.


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.



Key Ideas In Law The Concept Of Fairness


Key Ideas In Law The Concept Of Fairness
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Author : Brice Dickson
language : en
Publisher: Bloomsbury Publishing
Release Date : 2025-05-15

Key Ideas In Law The Concept Of Fairness written by Brice Dickson and has been published by Bloomsbury Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-15 with Law categories.


This book explores how the concept of fairness is used in different legal fields to ensure that the laws we live under are just and reasonable. It considers a wide range of topics, such as constitutional law, administrative law, criminal law, contract law, tort law, trusts law, family law, employment law, consumer law, immigration law and tax law. Each chapter looks at the part fairness plays in law making in these areas. This is achieved through careful analysis of relevant legislation and judicial decisions, especially those of the UK's Supreme Court. Questions are addressed concerning the criteria law makers rely on – or should rely on – to determine what is fair in any given circumstances. The book explains that laws could be greatly improved if more attention were paid to making their application fairer. It argues that legislation should routinely provide judges with extensive guidance on how to go about deciding whether a position is fair. The book is of value to anyone thinking of undertaking a law degree or in the early stages of their legal studies. While it touches upon John Rawls's theory of 'justice as fairness', the emphasis throughout remains on the workability of legal rules in practice. It equips readers with a greater understanding of how challenging it can be to implement rules appropriately unless a clear focus on fairness is resolutely maintained.



Nihilism And Metaphysics


Nihilism And Metaphysics
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Author : Vittorio Possenti
language : en
Publisher: SUNY Press
Release Date : 2014-05-01

Nihilism And Metaphysics written by Vittorio Possenti and has been published by SUNY Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-05-01 with Philosophy categories.


An assessment and reevaluation of nihilism’s ascendency over metaphysics. 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.



Advances In Bias And Fairness In Information Retrieval


Advances In Bias And Fairness In Information Retrieval
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Author : Ludovico Boratto
language : en
Publisher: Springer Nature
Release Date : 2023-08-22

Advances In Bias And Fairness In Information Retrieval written by Ludovico Boratto and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-22 with Computers categories.


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.



Rethinking Secularism


Rethinking Secularism
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Author : Craig Calhoun
language : en
Publisher: Oxford University Press
Release Date : 2011-08-25

Rethinking Secularism written by Craig Calhoun and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-08-25 with Religion categories.


This collection of essays examines how ''the secular'' is constituted and understood, and how new understandings of secularism and religion shape analytic perspectives in the social sciences, politics, and international affairs.



Gpt 3


Gpt 3
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Author : Sandra Kublik
language : en
Publisher: Packt Publishing Ltd
Release Date : 2023-02-13

Gpt 3 written by Sandra Kublik and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-13 with Computers categories.


GPT-3: The Ultimate Guide To Building NLP Products With OpenAI API is a comprehensive book on the Generative Pre-trained Transformer 3 AI language model, covering its significance, capabilities, and application in creating innovative NLP Products. Key FeaturesExploration of GPT-3: The book explores GPT-3, a powerful language model, and its capabilitiesBusiness applications: The book provides practical knowledge on using GPT-3 to create new business productsExamination of AI trends: The book examines the impact of GPT-3 on emerging creator economy and trends like no-code & AGIBook Description GPT-3 has made creating AI apps simpler than ever. This book provides a comprehensive guide on how to utilize the OpenAI API with ease. It explores imaginative methods of utilizing this tool for your specific needs and showcases successful businesses that have been established through its use. The book is divided into two sections, with the first focusing on the fundamentals of the OpenAI API. The second part examines the dynamic and thriving environment that has arisen around GPT-3. Chapter 1 sets the stage with background information and defining key terms. Chapter 2 goes in-depth into the API, breaking it down into its essential components, explaining their functions and offering best practices. Chapter 3, you will build your first app with GPT-3. Chapter 4 features interviews with the founders of successful GPT-3-based products, who share challenges and insights gained. Chapter 5 examines the perspective of enterprises on GPT-3 and its potential for adoption. The problematic consequences of widespread GPT-3 adoption, such as misapplication and bias, are addressed along with efforts to resolve these issues in Chapter 6. Finally, Chapter 7 delves into the future by exploring the most exciting trends and possibilities as GPT-3 becomes increasingly integrated into the commercial ecosystem. What you will learnLearn the essential components of the OpenAI API along with the best practicesBuild and deploy your first GPT-3 powered applicationLearn from the journeys of industry leaders, startup founders who have built and deployed GPT-3 based products at scaleLook at how enterprises view GPT-3 and its potential for adoption for scalable solutionsNavigating the Consequences of GPT-3 adoption and efforts to resolve themExplore the exciting trends and possibilities of combining models with GPT-3 with No codeWho this book is for This book caters to individuals from diverse backgrounds, not just technical experts. It should be useful to you if you are:A data expert seeking to improve your AI expertiseAn entrepreneur looking to revolutionize the AI industryA business leader seeking to enhance your AI knowledge and apply it to informed decision makingA content creator in the language domain looking to utilize GPT-3's language abilities for creative and imaginative projectsAnyone with an AI idea that was previously deemed technically unfeasible or too costly to execute



Foundations Of Artificial Intelligence And Machine Learning


Foundations Of Artificial Intelligence And Machine Learning
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Author : Mr. Brajesh Kumar Sharma
language : en
Publisher: Chyren Publication
Release Date : 2025-06-30

Foundations Of Artificial Intelligence And Machine Learning written by Mr. Brajesh Kumar Sharma and has been published by Chyren Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-30 with Antiques & Collectibles categories.