About this course
Learn the fundamentals of how to adapt to and comply with AI regulation in this introductory course on auditing AI systems for bias and discrimination.
Welcome to the new world of AI audits
40sWhat is an AI audit?
4m 26sHow are audits used?
4m 8sThe state of AI legislation
3m 10sEthics of scoring and classifying humans
4m 4sAI audit limitations and opportunities
3m 33sDevelopment workflows
3m 56sAI performance
3m 47sStatistical parity
2m 33sData for auditing AI
3m 20sSources of bias in data
3m 19sTypes of bias and data sampling methods
4m 18sWhy explainability matters
3m 43sLevels of transparency
3m 54sResponsible AI principles: Compliance
4m 28sPreparing for AI regulation
3m 34sTypes of model audits
2m 15sStages of a model audit
2m 56sModel audit: Home loans
2m 54sAuditing training data
3m 17sAudit outcomes: Explainability statements
2m 20sContinuous audits
2m 26sGenerative AI
5m 33sNext steps
36s