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Module 1
Bias & Fairness in AI
Understand where bias enters ML pipelines and how to measure and reduce it
📚3 Lessons
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1
Types of Bias in AI Systems
50 minHistorical, representation, measurement, and aggregation bias explained
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2
Fairness Metrics & Trade-offs
60 minEqualized odds, demographic parity, and calibration — and why you can't have all three
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3
Bias Detection & Mitigation
65 minPre-processing, in-processing, and post-processing techniques with Fairlearn
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