<p dir="auto">We recently added a <a href="http://scikit-learn.org/dev/glossary.html" rel="nofollow">Glossary</a> to our documentation, which describes common parameters among other things. We should now replace descriptions of <code class="notranslate">random_state</code> parameters to make them more concise and informative (see <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="286625544" data-permission-text="Title is private" data-url="https://github.com/scikit-learn/scikit-learn/issues/10415" data-hovercard-type="issue" data-hovercard-url="/scikit-learn/scikit-learn/issues/10415/hovercard" href="https://github.com/scikit-learn/scikit-learn/issues/10415">#10415</a>). For example, instead of</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="    random_state : int, RandomState instance or None, optional, default: None
        If int, random_state is the seed used by the random number generator;
        If RandomState instance, random_state is the random number generator;
        If None, the random number generator is the RandomState instance used
        by `np.random`."><pre class="notranslate"><code class="notranslate">    random_state : int, RandomState instance or None, optional, default: None
        If int, random_state is the seed used by the random number generator;
        If RandomState instance, random_state is the random number generator;
        If None, the random number generator is the RandomState instance used
        by `np.random`.
</code></pre></div>
<p dir="auto">in both KMeans and MiniBatchKMeans, we might have:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="KMeans:
    random_state : int, RandomState instance, default=None
        Determines random number generation for centroid initialization.
        Pass an int for reproducible results across multiple function calls.
        See :term:`Glossary &lt;random_state&gt;`.


MiniBatchKMeans:
    random_state : int, RandomState instance, default=None
        Determines random number generation for centroid initialization and
        random reassignment.
        Pass an int for reproducible results across multiple function calls.
        See :term:`Glossary &lt;random_state&gt;`."><pre class="notranslate"><code class="notranslate">KMeans:
    random_state : int, RandomState instance, default=None
        Determines random number generation for centroid initialization.
        Pass an int for reproducible results across multiple function calls.
        See :term:`Glossary &lt;random_state&gt;`.


MiniBatchKMeans:
    random_state : int, RandomState instance, default=None
        Determines random number generation for centroid initialization and
        random reassignment.
        Pass an int for reproducible results across multiple function calls.
        See :term:`Glossary &lt;random_state&gt;`.
</code></pre></div>
<p dir="auto"><strong>Therefore, the description should focus on what is the impact of <code class="notranslate">random_state</code> on the algorithm.</strong></p>
<p dir="auto">Contributors interested in contributing this change should take on one module at a time, initially.</p>
<p dir="auto">The list of estimators to be modified is the following:</p>
<p dir="auto">List of files to modify using <a href="https://github.com/kwinata">kwinata</a> <a href="https://github.com/scikit-learn/scikit-learn/issues/14228#issuecomment-534841015" data-hovercard-type="issue" data-hovercard-url="/scikit-learn/scikit-learn/issues/14228/hovercard">script</a></p>
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<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ransac.py">sklearn/linear_model/_ransac.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ransac.py#L152">152</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py">sklearn/linear_model/_coordinate_descent.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L580">580</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L860">860</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L1313">1313</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L1487">1487</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L1665">1665</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L1851">1851</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L2016">2016</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_coordinate_descent.py#L2192">2192</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_sag.py">sklearn/linear_model/_sag.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_sag.py#L154">154</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_perceptron.py">sklearn/linear_model/_perceptron.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_perceptron.py#L55">55</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_passive_aggressive.py">sklearn/linear_model/_passive_aggressive.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_passive_aggressive.py#L76">76</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_passive_aggressive.py#L322">322</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_logistic.py">sklearn/linear_model/_logistic.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_logistic.py#L587">587</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_logistic.py#L924">924</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_logistic.py#L1100">1100</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_logistic.py#L1658">1658</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/15729" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/15729/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_base.py">sklearn/linear_model/_base.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_base.py#L65">65</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_stochastic_gradient.py">sklearn/linear_model/_stochastic_gradient.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_stochastic_gradient.py#L369">369</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_stochastic_gradient.py#L811">811</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_stochastic_gradient.py#L1419">1419</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_theil_sen.py">sklearn/linear_model/_theil_sen.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_theil_sen.py#L243">243</a> Open <a href="https://github.com/scikit-learn/scikit-learn/pull/11900" data-hovercard-type="pull_request" data-hovercard-url="/scikit-learn/scikit-learn/pull/11900/hovercard">PR</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ridge.py">sklearn/linear_model/_ridge.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ridge.py#L325">325</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ridge.py#L693">693</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/linear_model/_ridge.py#L853">853</a> Open <a href="#15728">PR</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/_classes.py">sklearn/tree/_classes.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/_classes.py#L653">653</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/_classes.py#L1033">1033</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/_classes.py#L1322">1322</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/_classes.py#L1552">1552</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/feature_selection/_mutual_info.py">sklearn/feature_selection/_mutual_info.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/feature_selection/_mutual_info.py#L226">226</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/feature_selection/_mutual_info.py#L335">335</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/feature_selection/_mutual_info.py#L414">414</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/metrics/cluster/_unsupervised.py">sklearn/metrics/cluster/_unsupervised.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/metrics/cluster/_unsupervised.py#L80">80</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_classes.py">sklearn/svm/_classes.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_classes.py#L90">90</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_classes.py#L312">312</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_classes.py#L546">546</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_classes.py#L752">752</a> Open <a href="#15300">PR</a></p>
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<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_base.py">sklearn/svm/_base.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/svm/_base.py#L853">853</a> Open <a href="#15300">PR</a></p>
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<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/inspection/_permutation_importance.py">sklearn/inspection/_permutation_importance.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/inspection/_permutation_importance.py#L81">81</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpr.py">sklearn/gaussian_process/_gpr.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpr.py#L109">109</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpr.py#L382">382</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpc.py">sklearn/gaussian_process/_gpc.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpc.py#L110">110</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/gaussian_process/_gpc.py#L537">537</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_spectral_embedding.py">sklearn/manifold/_spectral_embedding.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_spectral_embedding.py#L171">171</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_spectral_embedding.py#L387">387</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_locally_linear.py">sklearn/manifold/_locally_linear.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_locally_linear.py#L146">146</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_locally_linear.py#L252">252</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_locally_linear.py#L584">584</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_t_sne.py">sklearn/manifold/_t_sne.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_t_sne.py#L558">558</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_mds.py">sklearn/manifold/_mds.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_mds.py#L51">51</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_mds.py#L198">198</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/manifold/_mds.py#L314">314</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/utils/_testing.py">sklearn/utils/_testing.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/utils/_testing.py#L521">521</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/utils/__init__.py">sklearn/utils/<strong>init</strong>.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/utils/__init__.py#L478">478</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/utils/__init__.py#L623">623</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_kddcup99.py">sklearn/datasets/_kddcup99.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_kddcup99.py#L79">79</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_covtype.py">sklearn/datasets/_covtype.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_covtype.py#L69">69</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_rcv1.py">sklearn/datasets/_rcv1.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_rcv1.py#L114">114</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py">sklearn/datasets/_samples_generator.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L127">127</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L323">323</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L440">440</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L531">531</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L618">618</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L688">688</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L767">767</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L904">904</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L965">965</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1030">1030</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1106">1106</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1159">1159</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1218">1218</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1258">1258</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1307">1307</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1368">1368</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1420">1420</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1483">1483</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1571">1571</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_samples_generator.py#L1662">1662</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_olivetti_faces.py">sklearn/datasets/_olivetti_faces.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_olivetti_faces.py#L64">64</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_base.py">sklearn/datasets/_base.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_base.py#L157">157</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_twenty_newsgroups.py">sklearn/datasets/_twenty_newsgroups.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/datasets/_twenty_newsgroups.py#L187">187</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_bayesian_mixture.py">sklearn/mixture/_bayesian_mixture.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_bayesian_mixture.py#L166">166</a></p>
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<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_base.py">sklearn/mixture/_base.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_base.py#L139">139</a></p>
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<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_gaussian_mixture.py">sklearn/mixture/_gaussian_mixture.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/mixture/_gaussian_mixture.py#L504">504</a></p>
</li>
<li class="task-list-item">
<p dir="auto"><input type="checkbox" id="" disabled="" class="task-list-item-checkbox" checked=""> <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/model_selection/_validation.py">sklearn/model_selection/_validation.py</a> - <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/model_selection/_validation.py#L1006">1006</a>, <a href="https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/model_selection/_validation.py#L1176">1176</a></p>
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<h4 dir="auto">Description</h4>
<p dir="auto">With TSNE from sklearn v0.19.2 python 3.6  with mahalanobis metric I am getting following error<br>
ValueError: Must provide either V or VI for Mahalanobis distance<br>
How to provide an <strong>method_parameters</strong> for the Mahalanobis distance?</p>
<h4 dir="auto">Steps/Code to Reproduce</h4>
<p dir="auto">from sklearn.manifold import TSNE<br>
tsne = TSNE( verbose=1, perplexity=40, n_iter=250,learning_rate=50, random_state=0,metric='mahalanobis')<br>
pt=data.sample(frac=0.1).values<br>
tsne_results = tsne.fit_transform(pt)</p>
<h4 dir="auto">Expected Results</h4>
<p dir="auto">no error and metricless calculation:)</p>