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  1. Birch — scikit-learn 1.7.2 documentation

    subclusters are added as parents of the 2 split nodes. n_clusters int, instance...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Mon Nov 10 15:11:18 UTC 2025
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  2. HashingVectorizer — scikit-learn 1.7.2 document...

    2) means unigrams and bigrams, and (2, 2) means only...n_features is large enough (e.g. 2 ** 18 for text classification...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Sun Nov 09 07:16:24 UTC 2025
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  3. LinearDiscriminantAnalysis — scikit-learn 1.7.2...

    2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysi...
    Sun Nov 09 07:16:24 UTC 2025
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  4. 2.7. Novelty and Outlier Detection — scikit-lea...

    2.7.2. Novelty Detection # Consider...Species distribution modeling 2.7.2.1. Scaling up the One-Class...
    scikit-learn.org/stable/modules/outlier_detection.html
    Mon Nov 10 15:11:18 UTC 2025
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  5. OneHotEncoder — scikit-learn 1.7.2 documentation

    Features with 1 or more than 2 categories are left intact. array...(CSR) format. Added in version 1.2: sparse was renamed to sparse_output...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html
    Sun Nov 09 07:16:25 UTC 2025
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  6. GridSearchCV — scikit-learn 1.7.2 documentation

    split0_test_score … rank_t… ‘poly’ – 2 0.80 … 2 ‘poly’ – 3 0.70 … 4 ‘rbf’...verbose = 0 , pre_dispatch = '2*n_jobs' , error_score = nan ,...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
    Mon Nov 10 15:11:18 UTC 2025
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  7. Version 1.2 — scikit-learn 1.7.2 documentation

    2.2 # March 2023 Changelog # sklearn.base...GitHub Choose version Version 1.2 # For a short description of the...
    scikit-learn.org/stable/whats_new/v1.2.html
    Sun Nov 09 07:16:24 UTC 2025
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  8. KernelRidge — scikit-learn 1.7.2 documentation

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...coefficient of determination, \(R^2\) , is defined as \((1 - \frac{u}{v})\)...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html
    Sun Nov 09 07:16:24 UTC 2025
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  9. gen_even_slices — scikit-learn 1.7.2 documentation

    2, None), slice(2, 4, None), ..., slice(8,...[slice(0, 1, None), slice(1, 2, None), ..., slice(9, 10, None)]...
    scikit-learn.org/stable/modules/generated/sklearn.utils.gen_even_slices.html
    Sun Nov 09 07:16:24 UTC 2025
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  10. 1.4. Support Vector Machines — scikit-learn 1.7...

    2}\) \(\alpha^{2}_{0,2}\) \(\alpha^{0}_{1,2}\) \(\alpha^{1}_{1,2}\)...\(\alpha^{0}_{2,0}\) \(\alpha^{1}_{2,0}\) \(\alpha^{0}_{0,2}\) \(\alpha^{1}_{0,2}\)...
    scikit-learn.org/stable/modules/svm.html
    Mon Nov 10 15:11:18 UTC 2025
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