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  1. compute_class_weight — scikit-learn 1.6.1 docum...

    compute_class_weight >>> y = [ 1 , 1 , 1 , 1 , 0 , 0 ] >>> compute_class_weight...unique ( y ), y = y ) array([1.5 , 0.75]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.class_weight.compute_class_weight.html
    Mon Apr 21 17:07:39 UTC 2025
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  2. SelectKBest — scikit-learn 1.6.1 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Pipeline...all strings. Added in version 1.0. See also f_classif ANOVA F-value...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectKBest.html
    Mon Apr 21 17:07:39 UTC 2025
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  3. Robust linear model estimation using RANSAC — s...

    n_features = 1 , n_informative = 1 , noise = 10 , coef...normal ( size = ( n_outliers , 1 )) y [: n_outliers ] = - 3 + 10...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ransac.html
    Mon Apr 21 17:07:38 UTC 2025
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  4. Adjustment for chance in clustering performance...

    mean ( axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...scores , axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...
    scikit-learn.org/stable/auto_examples/cluster/plot_adjusted_for_chance_measures.html
    Mon Apr 21 17:07:39 UTC 2025
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  5. Scalable learning with polynomial kernel approx...

    original paper of Tensor Sketch [1], i.e. the algorithm implemented...[2], which was the one used in [1]. from sklearn.datasets import...
    scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html
    Mon Apr 21 17:07:38 UTC 2025
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  6. lars_path_gram — scikit-learn 1.6.1 documentation

    the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...Xw ||^ 2_2 + alpha * || w || _1 in the case of method=’lar’, the...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html
    Mon Apr 21 17:07:40 UTC 2025
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  7. fetch_lfw_pairs — scikit-learn 1.6.1 documentation

    Added in version 1.5. delay float, default=1.0 Number of seconds...True , n_retries = 3 , delay = 1.0 ) [source] # Load the Labeled...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_pairs.html
    Mon Apr 21 17:07:40 UTC 2025
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  8. Online learning of a dictionary of parts of fac...

    - 1 )) buffer . append ( data ) index += 1 if index %...[MiniBatchKMeans] Reassigning 1 cluster centers. Partial fit of...
    scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html
    Mon Apr 21 17:07:39 UTC 2025
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  9. Using KBinsDiscretizer to discretize continuous...

    reshape ( - 1 , 1 ) # transform the dataset with...endpoint = False ) . reshape ( - 1 , 1 ) reg = LinearRegression ()...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html
    Mon Apr 21 17:07:39 UTC 2025
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  10. load_svmlight_file — scikit-learn 1.6.1 documen...

    length=-1 ) [source] # Load datasets in...binary mode. Changed in version 1.2: Path-like objects are now accepted....
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html
    Mon Apr 21 17:07:39 UTC 2025
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