Progress report
What this report will cover
- What An ML Model Is; Learns Patterns From Data
- Bias In → Bias Out; Representation
- Features; Proxies Leak Protected Attributes
- The Trade Off; Fairness Metrics
- Overfitting Vs Generalization
- FP/FN; The Stakes Differ
- Opening The Black Box
- Collect The Least; On Device
Skill areas
| Skill area | Best | Kits | Level |
|---|