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  1. KernelPCA scikit-learn 1.7.1 documentation

    kept. kernel {linear, poly, rbf, sigmoid, cosine, ‘precomputed’}...based on [2] . eigen_solver {auto, dense, arpack, randomized’},...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html
    Sat Aug 02 00:15:38 UTC 2025
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  2. 1.17. Neural network models (supervised) scik...

    clf . predict ([[ 2. , 2. ], [ - 1. , - 2. ]]) array([1, 0]) MLP...>>> X = [[ 0. , 0. ], [ 1. , 1. ]] >>> y = [ 0 , 1 ] >>> clf =...
    scikit-learn.org/stable/modules/neural_networks_supervised.html
    Sat Aug 02 00:15:35 UTC 2025
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  3. Covariance estimation scikit-learn 1.7.1 docu...

    concerning the sklearn.covariance module. Ledoit-Wolf vs OAS estimation...Ctrl + K GitHub Choose version Covariance estimation # Examples...
    scikit-learn.org/stable/auto_examples/covariance/index.html
    Sat Aug 02 00:15:34 UTC 2025
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  4. Developing Estimators scikit-learn 1.7.1 docu...

    Ctrl + K GitHub Choose version Developing Estimators # Examples...development of Custom Estimator. __sklearn_is_fitted__ as Developer...
    scikit-learn.org/stable/auto_examples/developing_estimators/index.html
    Sat Aug 02 00:15:35 UTC 2025
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  5. HistGradientBoostingClassifier scikit-learn 1...

    validation_fraction = 0.1 , n_iter_no_change = 10 , tol = 1e-07 , verbose =...learning_rate = 0.1 , max_iter = 100 , max_leaf_nodes = 31 , max_depth...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Sat Aug 02 00:15:38 UTC 2025
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  6. plot_release_highlights_1_7_0.py

    # %% # Array API support # ---------- # Several functions have...Pipeline([("sc", StandardScaler()), ("clf", clf)], transform_input=["X_val"])...
    scikit-learn.org/stable/_downloads/27dd4dbb41dee53fc86e0d5b6d3254d3/plot_release_highlights_1_7_0.py
    Sat Aug 02 00:15:37 UTC 2025
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  7. RBF scikit-learn 1.7.1 documentation

    [: 2 ,:]) array([[0.8354, 0.03228, 0.1322], [0.7906, 0.0652, 0.1441]])...load_iris ( return_X_y = True ) >>> kernel = 1.0 * RBF ( 1.0 ) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RBF.html
    Sat Aug 02 00:15:38 UTC 2025
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  8. plot_release_highlights_1_7_0.rst.txt

    mode */ --sklearn-color-text: #000; --sklearn-color-text-muted:...var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1,...
    scikit-learn.org/stable/_sources/auto_examples/release_highlights/plot_release_highlights_1_7_0.r...
    Sat Aug 02 00:15:34 UTC 2025
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  9. empirical_covariance scikit-learn 1.7.1 docum...

    [[ 1 , 1 , 1 ],[ 1 , 1 , 1 ],[ 1 , 1 , 1 ], ... [ 0 , 0 , 0 ],[...) array([[0.25, 0.25, 0.25], [0.25, 0.25, 0.25], [0.25, 0.25,...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.empirical_covariance.html
    Sat Aug 02 00:15:36 UTC 2025
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  10. fetch_covtype scikit-learn 1.7.1 documentation

    cov_type . feature_names [: 4 ] ['Elevation', 'Aspect', 'Slope', '...encountered. Added in version 1.5. delay float, default=1.0 Number...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_covtype.html
    Sat Aug 02 00:15:35 UTC 2025
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