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Algorithms for outlier, adversarial and drift detection

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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...

Priority: Low
Type: Enhancement
Effort: L

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...

dependencies

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...

Priority: Low
Type: Maintenance

The new batch of outlier detectors returns some data from the fit method, (see #835). The new ones could do so as well.

Type: Enhancement

Can we add arguments and return types to `TransformProtocol` and `FittedTransformProtocol` protocols in `od.base`? Note this issue refers to #677.

Type: Enhancement
Type: Question

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...