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Fairness and Machine Learning: Limitations and Opportunities (Adaptive Computation and Machine Learning series) free ebook download

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Author(s):	Solon Barocas

Date:	2024	Format:	rar	Language:	English	ISBN/ASIN:	0262048612
Pages:	340	OCR:		Quality:		ISBN13:
Uploader:	gestalt	Upload Date:	3/30/2024 9:47:20 AM

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0262048612 rar
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
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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3248802	Book	https://nitroflare.com/view/D697CB35715F...		0.00	gestalt

Tags: Adaptive Computation Fairness Learning Learning Limitations Machine Machine Opportunities

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Fairness and Machine Learning: Limitations and Opportunities (Adaptive Computation and Machine Learning series) free ebook download

Category: Misc

Description: Click to see full description

Category:
Misc