An open-source platform to catch all sorts of issues in all sorts of datasets(cleanlab.ai)
cleanlab.ai
An open-source platform to catch all sorts of issues in all sorts of datasets
https://cleanlab.ai/blog/cleanlab-2.6
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We open sourced cleanlab as a Python library to quickly identify dataset problems in any Machine Learning project. While manual issue detection is often done during data prep prior to model training, your trained ML model captures a lot of information about its dataset that can reveal critical issues if the right algorithms are applied. The cleanlab package offers a data-centric AI platform to run many such algorithms and detect common problems in ML datasets like: mislabeling, outliers, (near) duplicates, drift, etc.