Data Diversity Index
Score
Measures the diversity in the training dataset, ensuring that the model is exposed to a wide range of scenarios. High diversity can improve the model’s applicability and reduce bias.
Formula
Diversity Assessment Methodology
Example
For example, a diversity score may be calculated based on the variety of data sources, types, and demographic representation.