Practical Fairness

Practical Fairness
Author :
Publisher : O'Reilly Media
Total Pages : 346
Release :
ISBN-10 : 9781492075707
ISBN-13 : 1492075701
Rating : 4/5 (701 Downloads)

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.


Practical Fairness Related Books

Practical Fairness
Language: en
Pages: 346
Authors: Aileen Nielsen
Categories: Computers
Type: BOOK - Published: 2020-12-01 - Publisher: O'Reilly Media

GET EBOOK

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 realis
Report
Language: en
Pages: 558
Authors: New York (State). Public Service Commission. First District
Categories: Electrical engineering
Type: BOOK - Published: 1910 - Publisher:

GET EBOOK

Procedure and Evidence in International Arbitration
Language: en
Pages: 1363
Authors: Jeffrey Waincymer
Categories: Law
Type: BOOK - Published: 2012-05-23 - Publisher: Kluwer Law International B.V.

GET EBOOK

Central to the book’s purpose is the procedural challenge facing arbitrators at each and every stage of the arbitral process when fairness arguments conflict
ACHIEVING FAIRNESS
Language: en
Pages:
Authors: KAREN. BUSBY
Categories:
Type: BOOK - Published: 2020 - Publisher:

GET EBOOK

Nihilism and Metaphysics
Language: en
Pages: 426
Authors: Vittorio Possenti
Categories: Philosophy
Type: BOOK - Published: 2014-04-10 - Publisher: State University of New York Press

GET EBOOK

Challenging the idea that nihilism has supplanted metaphysics, Vittorio Possenti finds in this philosophical turn the grounds for a mature renewal of metaphysic