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Algorithms for outlier, adversarial and drift detection

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Add MMD detector using the [KeOps](https://github.com/getkeops/keops) (PyTorch) backend to further accelerate drift detection and scale up to larger datasets. This PR needs to be made compatible with the optional dependency...

With the ReadTheDocs V2 config file it appears we can install `alibi-detect` (and its dependencies) as part of the docs build, so that they don't have to be mocked. This...

WIP

This PR implements a release process via github actions. Performing a release will be as simple as pushing a new version release tag e.g. ``` git tag v0.11.0 git push...

WIP

The `alibi_detect.cd.metrics` submodule implements utility functions to measure and visualize detector calibration and test power. These can be used for standalone experiments, and will also be used for our internal...

WIP

Updates the requirements on [twine](https://github.com/pypa/twine) to permit the latest version. Release notes Sourced from twine's releases. 4.0.0 https://pypi.org/project/twine/4.0.0/ Changelog Changelog Sourced from twine's changelog. Twine 4.0.0 (2022-03-31) Features ^^^^^^^^ Drop...

dependencies
DO NOT MERGE

This PR aims to increase the number of supported kernels and associated operations. The objectives of the PR can be summarized as follows: - [x] Allow different kernels to be...

WIP

Updates the requirements on [pystan](https://github.com/stan-dev/pystan) to permit the latest version. Commits 1497c0c chore: Update types for mypy bf6b1e9 chore: update Python dependencies dff1f18 docs: Update supported Linux distributions. 2a68605 ci:...

dependencies
DO NOT MERGE

Updates the requirements on [sphinx](https://github.com/sphinx-doc/sphinx) to permit the latest version. Release notes Sourced from sphinx's releases. v5.1.0 Changelog: https://www.sphinx-doc.org/en/master/changes.html Changelog Sourced from sphinx's changelog. Release 5.1.0 (released Jul 24, 2022)...

dependencies
DO NOT MERGE

Updates the requirements on [numba](https://github.com/numba/numba) to permit the latest version. Release notes Sourced from numba's releases. Version 0.56.0 This release continues to add new features, bug fixes and stability improvements...

dependencies
DO NOT MERGE

Ensure that PyTorch, TensorFlow and KeOps kernels all take native tensors from the relevant backend as inputs. Currently PyTorch allows to pass NumPy arrays in the forward pass but doesn't...

good first issue
Priority: Low
Type: API