expertise needed
domain knowledge
Requires expertise in the specific application domain
5 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Human-in-the-Loop Safeguards | Process | Model Agnostic | Any | Human-in-the-loop safeguards establish systematic checkpoints where human experts review, validate, or override AI/ML... | ||
| Datasheets for Datasets | Documentation | Model Agnostic | Any | Datasheets for datasets establish comprehensive documentation standards for datasets, systematically recording creation... | ||
| Monotonicity Constraints | Algorithmic | Tree Based Gaussian Process | Tabular | Monotonicity constraints enforce consistent directional relationships between input features and model predictions,... | ||
| Concept Activation Vectors | Algorithmic | Neural Network Transformer +1 | Any | Concept Activation Vectors (CAVs), also known as Testing with Concept Activation Vectors (TCAV), identify mathematical... | ||
| Relabelling | Procedural | Model Agnostic | Any | A preprocessing fairness technique that modifies class labels in training data to achieve equal positive outcome rates... |
Rows per page
Page 1 of 1