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Table of Contents
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What Is AI Bias In Algorithms?
Real-Life Examples of AI Bias in Algorithm
Summary of AI Bias Types in These Examples:
What Are AI Bias Categories?
Racial & Ethnic Bias in AI
Real-Life Example: Racial Bias in Healthcare Algorithms
Problem:
How the Bias Happened:
Impact:
Solution & Outcome:
Reference:
Gender Bias (Sexism) in AI
Real-Life Example: Amazon’s Sexist Hiring Algorithm
Ageism
Real-Life Example: AI Hiring Tools Discriminating Against Older Workers
What Happened?
Outcome:
Ableism (Disability Bias) in AI
Real-Life Example: AI Hiring Tools Discriminating Against People with Disabilities
Socioeconomic Bias in AI
How It Happens:
Real-Life Example: Predatory Loan Approval Algorithms
Religious & Cultural Bias in AI
Real-Life Example: Facebook’s Ad Targeting Discrimination (2019)
Why This Matters?
Language & Nationality Bias in AI
Real-Life Example: Voice Assistants Struggling with Accents
Why It Happens:
Algorithmic Stereotyping in AI
Real-Life Example: Amazon’s Sexist Hiring Algorithm
The Relationship Between AI Bias and Generative AI
What Will Be The Future of AI Bias
Solution Of AI Bias In Algorithms
Some Tools To Reduce AI Bias
Conclusion: Navigating the Complex World of AI Bias
→
Index
