Practical Fairness is popular PDF and ePub book, written by Aileen Nielsen in 2020-12-01, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Practical Fairness can be Read Online from any device for your convenience.
Practical Fairness Book PDF Summary
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.
Detail Book of Practical Fairness PDF
- Author : Aileen Nielsen
- Release : 01 December 2020
- Publisher : O'Reilly Media
- ISBN : 9781492075707
- Genre : Computers
- Total Page : 346 pages
- Language : English
- PDF File Size : 13,6 Mb
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