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Algorithms for outlier, adversarial and drift detection

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### What is this: This is an experimental branch for reviewing potential implementations of the outlier detector revamp work. This should not be merged into master. See following [notion docs](https://www.notion.so/Outlier-Revamp-Experimental-Work-a16269c0b42c4dfe9d52613bf8661dba)...

WIP
DO NOT MERGE

## What is this? This PR contains the experimental implementation of serialisation functionality for outlier detectors. See [notion docs](https://www.notion.so/Outlier-Revamp-Experimental-Work-a16269c0b42c4dfe9d52613bf8661dba) for more details.

WIP
DO NOT MERGE

This PR implements the functionality to save and load state for online detectors. At a given time step, the `save_state` method can be called to create a "checkpoint". This can...

WIP

Review docstring conventions to ensure they are consistent across functions. E.g. do we add docstrings to the forward passes of the kernels for the various backends or do we leave...

Priority: Low
Type: Docs

Hello, I have to get prediction from MMDDrift with big size dataset. (sampling is iterated from 1000 to 1000000. Each size is 1000, 1000, 10000, 500000 and 1000000) I am...

We should automatically import the relevant framework dependencies in `framework.py` in order to generate the correct boolean flags for each backend's presence. This will prevent the edge cases caused when...

where is code examples files ![image](https://github.com/SeldonIO/alibi-detect/assets/11426119/2ffe79c1-ba4c-41ae-a805-cce303253318)

Hello, I would like to know if it is possible to convert a VAE trained model to .tflite format. I need to do this conversion in order to ship my...

Updates the requirements on [numba](https://github.com/numba/numba) to permit the latest version. Commits c6da269 Merge pull request #9411 from stuartarchibald/wip/version_tab_rel_notes_0590 54d91fb Merge pull request #9405 from sklam/misc/rel59final e76f945 Doc updates for 0.59.0...

dependencies
python

Updates the requirements on [pytest](https://github.com/pytest-dev/pytest) to permit the latest version. Release notes Sourced from pytest's releases. pytest 8.0.0 (2024-01-27) See 8.0.0rc1 and 8.0.0rc2 for the full changes since pytest 7.4!...

dependencies
python