AI Bias Auditing Mastery
An applied accelerator to test, measure, and monitor AI bias with Python & Excel.
Real data, reproducible methods, audit-ready evidence.
For data scientists, ML engineers, and auditors who want results—not ethics slides.
Early bird seats + founder pricing. Limited.
What you’ll master
- Bias testing end-to-end: representation, outcome, and error-rate parity.
- Statistical rigor: hypothesis tests, confidence, effect sizes, practical thresholds.
- Tooling: Python + Excel workflows; lightweight monitoring you can actually run.
- Evidence packs: artifacts aligned to NIST AI RMF & ISO/IEC 42001 contexts.
- Mitigation options: pre-/in-/post-processing strategies with clear trade-offs.
You’ll be able to…
- Run reproducible bias audits with clear pass/fail criteria.
- Produce auditor-ready reports & logs your compliance team can file.
- Set up drift & bias monitoring that alerts you before it’s a PR incident.
Perfect for
- Data scientists, ML engineers, MLOps, internal/external auditors.
- Teams shipping models into regulated or high-risk contexts.
- Anyone fielding the question: “Can you prove your model isn’t biased?”
Inside the applied labs
- Dataset audit → sensitive attributes, leakage, sampling bias.
- Fairness metrics → demographic parity, equalized odds, PPV/NPV balance.
- Hypothesis testing → significance, multiple comparisons, practical cutoffs.
- Mitigation → reweighting, thresholding, post-hoc calibration.
- Monitoring → simple pipelines for ongoing bias/drift checks.
This is your base layer accelerator. Advanced statistical fairness modules are coming soon.
Quick FAQs
How technical is this?
You’ll get Python notebooks and Excel flows. If you can run a notebook or a spreadsheet, you’re good. Code is copy-ready.
What frameworks does this support?
Artifacts are designed for NIST AI RMF and ISO/IEC 42001 contexts; we also reference EU AI Act expectations.
Team/enterprise options?
Bias control is cultural as well as technical. We run team formats with group discounts and awareness add-ons—
contact us for details.
Team formats & culture-change packages available—ask us.
AI fairness testing • Bias detection • Audit-ready reporting • Python & Excel
