Fairness and Machine Learning is popular PDF and ePub book, written by Solon Barocas in 2023-12-19, 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, Fairness and Machine Learning can be Read Online from any device for your convenience.
Fairness and Machine Learning Book PDF Summary
An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning. Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual foundations of this recently emergent field, drawing on a diverse range of disciplinary perspectives to identify the opportunities and hazards of automated decision-making. It surveys the risks in many applications of machine learning and provides a review of an emerging set of proposed solutions, showing how even well-intentioned applications may give rise to objectionable results. It covers the statistical and causal measures used to evaluate the fairness of machine learning models as well as the procedural and substantive aspects of decision-making that are core to debates about fairness, including a review of legal and philosophical perspectives on discrimination. This incisive textbook prepares students of machine learning to do quantitative work on fairness while reflecting critically on its foundations and its practical utility. • Introduces the technical and normative foundations of fairness in automated decision-making • Covers the formal and computational methods for characterizing and addressing problems • Provides a critical assessment of their intellectual foundations and practical utility • Features rich pedagogy and extensive instructor resources
Detail Book of Fairness and Machine Learning PDF
- Author : Solon Barocas
- Release : 19 December 2023
- Publisher : MIT Press
- ISBN : 9780262376525
- Genre : Computers
- Total Page : 341 pages
- Language : English
- PDF File Size : 12,7 Mb
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