v0.4
LIT version 0.4.
The UI has been slightly revamped, bugs have been fixed, and new capabilities have been added. Notable changes include:
- Support for Google Cloud Vertex AI notebooks.
- Preliminary support for tabular and image data, in addition to NLP models.
- Addition of TCAV global interpretability method.
- New counterfactual generators for ablating or flipping text tokens for minimal changes to flip predictions.
- New counterfactual generator for tabular data for minimal changes to flip predictions.
- Partial depdence plots for tabular input features.
- Ability to set binary classification thresholds separately for different facets of the dataset
- Controls to find optimal thresholds across facets given different fairness constraints, such as demographic parity or equal opportunity.