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v0.4

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@jameswex jameswex released this 09 Nov 03:06
· 984 commits to main since this release
4d8a9ae

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.