alibi-detect
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Algorithms for outlier, adversarial and drift detection
I think that the noisy label belongs to a kind of distribution shift (output shift). Will this library support detecting noisy labels? Thanks
As per our `CONTRIBUTING.md` we say: > Returning an object which contains multiple attributes and each attribute is described individually. In this case the attribute name is written between single...
Which design pattern(s) have been used when creating this library? thanks
Updates the requirements on [pydantic](https://github.com/pydantic/pydantic) to permit the latest version. Release notes Sourced from pydantic's releases. v2.0 2023-06-30 What's Changed 📝 Don't recomend to use TypeError on validators by @Kludex...
This issue tracks the issues relating to the outlier detector implementation: ## Quick stuff: - [x] #779 - [x] #763 - [x] #809 - [x] #811 - [x] #812 -...
Now that we support Python >= 3.8 (#825) we could do: ```python from typing import Literal ``` instead of: ```python from typing_extensions import Literal ``` Although, this depends if we...
The new batch of outlier detectors returns some data from the fit method, (see #835). The new ones could do so as well.
Can we add arguments and return types to `TransformProtocol` and `FittedTransformProtocol` protocols in `od.base`? Note this issue refers to #677.
So far just a first draft of overview page. Sharing early to gather feedback before working towards something more polished. Methods pages for individual detectors and updated doctrings will then...