Description: Further DetailsTitle: Building Responsible AI AlgorithmsCondition: NewSubtitle: A Framework for Transparency, Fairness, Safety, Privacy, and RobustnessEAN: 9781484293058ISBN: 9781484293058Publisher: APressFormat: PaperbackRelease Date: 08/17/2023Description: This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies. AI offers the ability to solve many problems today if implemented correctly and responsibly. This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust.The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML. It begins with an examination of the foundational elements of responsibility, principles, and data. Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness. The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers. What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithmsLanguage: EnglishCountry/Region of Manufacture: USItem Height: 235mmItem Length: 155mmAuthor: Toju DukeGenre: Computing & InternetRelease Year: 2023 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Building Responsible AI Algorithms
Title: Building Responsible AI Algorithms
Subtitle: A Framework for Transparency, Fairness, Safety, Privacy, and Robu
EAN: 9781484293058
ISBN: 9781484293058
Release Date: 08/17/2023
Release Year: 2023
Country/Region of Manufacture: US
Item Height: 235mm
Genre: Computing & Internet
Number of Pages: Xvii, 190 Pages
Language: English
Publication Name: Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
Publisher: Apress L. P.
Subject: Intelligence (Ai) & Semantics, Ethics & Moral Philosophy, Probability & Statistics / General
Publication Year: 2023
Type: Textbook
Item Weight: 11.5 Oz
Item Length: 9.3 in
Subject Area: Mathematics, Computers, Philosophy
Author: Toju Duke
Item Width: 6.1 in
Format: Trade Paperback
