what-is-ai-bias

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What Is AI Bias? Types, Risks & Mitigation 2026

You apply for a loan online. An AI system reviews your application and denies it — not because of your credit history, but because the algorithm learned from decades of data that favors certain zip codes over others. That's AI bias in action, and it's affecting millions of decisions every day.

In 2026, AI bias and fairness have moved from academic concern to boardroom priority. The EU AI Act is enforcing compliance, companies face lawsuits over discriminatory algorithms, and tools for detecting bias are now built into major ML platforms. This article breaks down the types of AI bias, the real-world risks it creates, and the mitigation strategies that actually work.

After reading, you'll understand where bias enters AI pipelines, how to spot it, and what frameworks and tools help you build fairer systems.