deepchecks
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Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and model...
## Background In order to provide extra value in performance & drift checks, we want to always display information about these quantities in an aggregate manner (as done in the...
resolves #1739 to summarise this PR is the continuation of this [issue](https://github.com/deepchecks/mon/issues/20) (initial [PR](https://github.com/deepchecks/deepchecks/pull/1736)) previously we added `config` and `from_config` methods to the `BaseCheck` and `BaseSuite` types. The purpose of...
fix feature order in TrainTestFeatureDrift if a column is selected (if columns and/or ignore_columns is used)
closes #1039 (partially at least) ### What's done: * Added SegmentationData * Added Label properties * Added MeanDice metric * Made sure most checks work with this (details on which...
Continues #1039 Tasks: - Add tests for SegmentationData - Add tests for MeanDice - Add tests for checks with elif for segmentation (with working model) - Update checks docstrings -...
Research methods we can use in our NLP package Come up with a suggestion how to implement those methods inside checks Discuss options in arc / algo talk
Data integrity check Similar to the tabular feature-label correlation check but with the image properties as features. Useful for preventing shortcut learning.
**Is your feature request related to a problem? Please describe.** Add support for image detection with segmentation **Describe the solution you'd like** We just need a more general IoU and...
Add support for semantic segmentation in LabelPropertyCorrelationChange. Do it so only the segment is sent to the properties. Notice that for properties such as "Area", this might need a different...
**Is your feature request related to a problem? Please describe.** As segmentation is added as a built in part of the package, changes should be introduced to the existing segmentation...