cleanlab
https://github.com/cleanlab/cleanlab
Python
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
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- Issues
- Refactor add quick check before import tensorflow
- Optimize token_classification/rank.py for performance
- Optimize find_best_temp_scaler for performance
- Optimize token_classification/filter.py and find_label_issues_batched.py for performance
- Perf: common_label_issues
- Multi-Class Span Classification Support
- improve the mapping that determines which datalab issue types to run based on which args the user provided
- add assert checks at the end of Datalab tutorials to ensure no unexpected issue types were detected
- New feature: extend package to gold (verified) labels
- Sanitize label column when initializing a Datalab instance.
- Docs
- Python not yet supported