alibi
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Algorithms for explaining machine learning models
Attempting to run `alibi` tests with `pytest_cases` installed throws an error about an unusued fixture. Uninstalling `pytest_cases` makes the tests pass. Since we're using `pytest_cases` for testing `alibi-detect` it would...
CI tests to determine the cause of the segfault in anchor text tests.
Unfortunately our notebooks started failing with the recent release of `matplotlib` 3.6.0: https://github.com/SeldonIO/alibi/actions/runs/3075248560/jobs/4968504421 See `shap` issue here: https://github.com/slundberg/shap/issues/2687 In the meantime we have some options: 1. Add a `!pip install...
This PR implements the method described [here](https://arxiv.org/abs/1805.04755) to compute feature importance and feature interactions. The main idea for the computation of both measures is to analyse the variance of the...
#761 explicitly sets our CI to use `Python 3.10.6` until [this issue](https://github.com/python/mypy/issues/13627) is fixed. We should monitor the upcoming `mypy 0.980` and `0.990` releases and revert to setting `3.10` in...
Address the follow-up TODO's raised in https://github.com/SeldonIO/alibi/pull/770.
After excluding test files themselves from test coverage reporting in #751 it has become clear that our actual coverage is smaller than expected. This task is to first list the...
Hello together, I have a ML (classification) model which uses different types of input features, i.e. numerical features but also text features (which are processed by doc2vec). I am now...
Hey great library! Why do you not support additional SHAP explainers such as GPUTreeExplainer, DeepExplainer, GradientExplainer or LinearExplainer?
Updates the requirements on [nbconvert](https://github.com/jupyter/nbconvert) to permit the latest version. Release notes Sourced from nbconvert's releases. 7.0.0 What's Changed Update to Mistune 2.0.2 by @TiagodePAlves in jupyter/nbconvert#1764 Clean up markdown...