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Mitigating Bias in Machine Learning (en Inglés)
Brandeis Hill Marshall
(Autor)
·
Carlotta A. Berry
(Autor)
·
McGraw-Hill Companies
· Tapa Blanda
Mitigating Bias in Machine Learning (en Inglés) - Berry, Carlotta A. ; Marshall, Brandeis Hill
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Reseña del libro "Mitigating Bias in Machine Learning (en Inglés)"
Learn to employ non-discriminatory, ethical, and legal machine learning proceduresThis practical guide shows, step by step, how to use machine learning to carry out actionable decisions that do not discriminate based on numerous human factors, including ethnicity and gender. You will explore the many different kinds of bias that occur in the field today and get mitigation strategies that are ready to deploy across a wide range of technologies, applications, and industries. Edited by diversity experts, Eliminating Bias in Machine Learning with Practical Applications consists of chapters contributed by recognized scholars and professionals working across different artificial intelligence sectors. Each chapter addresses a different topic--including robotics, machine learning, deep learning, and natural language processing--and lays out the potentials for bias and ways of eliminating it. You will get real-world case studies throughout that highlight discriminatory machine learning practices and clearly show how they were eliminated. Offers cross-sector coverage that is applicable across multiple industriesIncludes online laboratory assignments, simulations, slides, video tutorials, and a code libraryWritten by a team of experienced academics and industry leaders
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