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  1. A demo of the mean-shift clustering algorithm &...

    2 , n_samples = 500 ) ms = MeanShift...
    scikit-learn.org/stable/auto_examples/cluster/plot_mean_shift.html
    Fri Dec 05 17:52:54 GMT 2025
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  2. Installing the development version of scikit-le...

    2 base systems does not include...
    scikit-learn.org/stable/developers/advanced_installation.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. normalized_mutual_info_score — scikit-lea...

    2 , 3 ]) 0.0 Gallery examples #...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.normalized_mutual_info_score.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. check_is_fitted — scikit-learn 1.7.2 docu...

    2 ], [ 1 , 3 ]], [ 1 , 0 ]) LogisticRegression()...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_is_fitted.html
    Fri Dec 05 17:52:54 GMT 2025
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  5. ClassifierChain — scikit-learn 1.7.2 docu...

    2 , ... , Y . shape [ 1 ] - 1 ]...length 5.: order = [ 1 , 3 , 2 , 4 , 0 ] means that the first...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.ClassifierChain.html
    Fri Dec 05 17:52:54 GMT 2025
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  6. Visualizing the probabilistic predictions of a ...

    SplineTransformer ( degree = 2 , n_knots = 2 ), PolynomialFeatures (...SplineTransformer(degree=2, n_knots=2)), ('polynomialfeatures',...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. 3. Model selection and evaluation — sciki...

    2.2. Randomized Parameter Optimization 3.2.3. Searching...score 3.2. Tuning the hyper-parameters of an estimator 3.2.1. Exhaustive...
    scikit-learn.org/stable/model_selection.html
    Fri Dec 05 17:52:54 GMT 2025
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  8. Understanding the decision tree structure &#821...

    3] = 2.4) > 0.800000011920929) decision node 2 : (X_test[0,...None min_samples_split  2 min_samples_leaf  1 min_...
    scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html
    Fri Dec 05 17:52:55 GMT 2025
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  9. Evaluation of outlier detection estimators &#82...

    X ) Duration for LOF: 2.05 s Duration for IForest: 0.36...as samples encoded with label 2 and outliers as those with label...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html
    Fri Dec 05 17:52:54 GMT 2025
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  10. Agglomerative clustering with different metrics...

    waveforms (waveform 1 and waveform 2) are proportional one to the other....not separate out waveform 1 and 2. We add observation noise to these...
    scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering_metrics.html
    Fri Dec 05 17:52:54 GMT 2025
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