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  1. Version 0.17 — scikit-learn 1.7.2 documen...

    different filenames under Python 2 and Python 3 to avoid pickling...
    scikit-learn.org/stable/whats_new/v0.17.html
    Sun Nov 30 16:36:35 GMT 2025
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  2. Probability Calibration for 3-class classificat...

    "($\frac {1}{2} $, $0$, $\frac {1}{2} $)" , xy = (..."($0$, $\frac {1}{2} $, $\frac {1}{2} $)" , xy = ( 0.0...
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html
    Sun Nov 30 16:36:35 GMT 2025
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  3. Dimensionality Reduction with Neighborhood Comp...

    ( n_components = 2 )) # Reduce dimension to 2 with NeighborhoodComponen...the different samples on the 2 first principal components. Linear...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html
    Sat Nov 29 17:35:26 GMT 2025
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  4. Simple 1D Kernel Density Estimation — sci...

    subplots ( 2 , 2 , sharex = True , sharey = True...1.05 ) axi . set_xlim ( - 2.9 , 2.9 ) ax [ 0 , 1 ] . set_title...
    scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html
    Sat Nov 29 17:35:26 GMT 2025
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  5. Multiclass Receiver Operating Characteristic (R...

    This can be done in 2 different ways: the One-vs-Rest...linearly separable from the other 2; the latter are not linearly separable...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Sat Nov 29 17:35:25 GMT 2025
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  6. ROC Curve with Visualization API — scikit...

    return_X_y = True ) y = y == 2 X_train , X_test , y_train , y_test...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html
    Sat Nov 29 17:35:26 GMT 2025
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  7. Feature agglomeration vs. univariate selection ...

    selection # This example compares 2 dimensionality reduction strategies:.... randn ( n_samples , size ** 2 ) for x in X : # smooth data x...
    scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection....
    Sun Nov 30 16:36:36 GMT 2025
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  8. Using KBinsDiscretizer to discretize continuous...

    subplots ( ncols = 2 , sharey = True , figsize = (...predict ( line ), linewidth = 2 , color = "green" ,...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html
    Sat Nov 29 17:35:25 GMT 2025
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  9. Scalable learning with polynomial kernel approx...

    = 2 ] = 0 y [ y == 2 ] = 1 # We will try to...ones. We use the Covtype dataset [2], trying to reproduce the experiments...
    scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html
    Sat Nov 29 17:35:25 GMT 2025
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  10. Gaussian Process for Machine Learning — s...

    Examples concerning the sklearn.gaussian_process module. Ability of Gaussian process regression (GPR) to estimate data noise-level Comparison of kernel ridge and Gaussian process regression Forecas...
    scikit-learn.org/stable/auto_examples/gaussian_process/index.html
    Sat Nov 29 17:35:26 GMT 2025
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