Bias and Fairness Auditing

Audit LLMs and ML models for demographic bias. Master fairness metrics, counterfactual probing, BBQ benchmark, and bias mitigation techniques.

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6

Lessons

💻

Code Examples

✅

Production-Ready

100%

Free

Lessons in This Skill

Work through these 6 lessons in order, or jump to whichever topic you need most.

Fairness Fundamentals

Intermediate

Demographic Parity, Equal Odds

Intermediate

Counterfactual Probing

Advanced

BBQ and Bias Benchmarks

Intermediate

Bias Mitigation Techniques

Advanced

Writing Fairness Audit Reports

Intermediate