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Visual analysis and diagnostic tools to facilitate machine learning model selection.

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Summary This PR addresses compatibility issues with matplotlib 3.6 and updates several related dependencies: 1. CooksDistance Visualizer: Removed deprecated use_line_collection parameter from stem plots as it was removed in matplotlib...

**Describe the issue** Hi, I have been trying to use the discrimination threshold plot as per below ``` from yellowbrick.classifier import PrecisionRecallCurve, DiscriminationThreshold # Precision-Recall Plot pr_curve = PrecisionRecallCurve(model) pr_curve.fit(X_train,...

## Description Several deprecation warnings are occurring in our test suite related to version comparisons: ``` ../yellowbrick/style/colors.py:35 /Users/lwgray/dev/yellowbrick/yellowbrick/style/colors.py:35: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. mpl_ge_150 = LooseVersion(mpl.__version__)...

## Description This PR fixes a TypeError that occurs when using newer versions of Matplotlib by removing the deprecated `use_line_collection` parameter from stem plots in the regressor module. ## Breaking...

This PR fixes a bug in the docs for validation curves where it references pd.get_dummies for one-hot encoding, but scikit-learn's OneHotEncoder function is used instead. I have made the following...

Hi, I was getting a deprecation warning because of distutils so I changed the module used to verify the version.