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Merge branch 'main' of github.com:Renumics/sliceguard into main
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dani2112 committed Aug 17, 2023
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Expand Up @@ -65,12 +65,13 @@ sg.report()
- [x] Support application on datasets without labels (outlier based)
- [x] Adaptive drop reference for datasets that contain a wide variety of data
- [x] Large data support for detection and reporting, e.g., 500k audio samples with transcriptions
- [ ] Different interfaces from min_drop, min_support. Maybe n_slices and sort by criterion?
- [ ] Add no_browser flag to report method to only get enriched dataframe?
- [ ] Support application without model (by training simple baseline model)
- [ ] Interpretable features for images, audio, text. E.g., dark image, quiet audio, long audio, contains common word x, ...
- [ ] Generation of a summary report doing predefined checks
- [ ] Allow for control features in order to account for expected variations when running checks
- [ ] "Supervised" clustering that incorporates classes, probabilities, metrics, not only features
- [ ] Different interfaces from min_drop, min_support. Maybe n_slices and sort by criterion?
- [ ] Soft Dependencies for embedding computation as torch dependencies are large
- [ ] Extensive documentation and examples for common cases
- [ ] Data connectors for faster application on common data formats
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