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  1. Visualizing the probabilistic predictions of a ...

    included: `x[0]`, `x[1]`, `x[0] * x[1]`, etc. - excluded: `x[0] ** 2`,...included: `x[0]`, `x[1]`, `x[0] * x[1]`, etc. - excluded: `x[0] ** 2`,...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html
    Mon Mar 23 20:39:22 UTC 2026
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  2. Sparse inverse covariance estimation — scikit-l...

    axes ([ 0.2 , 0.15 , 0.75 , 0.7 ]) plt . plot ( model...alpha = 0.98 , smallest_coef = 0.4 , largest_coef = 0.7 , random_state...
    scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html
    Mon Mar 23 20:39:21 UTC 2026
      17.8K bytes
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  3. Segmenting the picture of greek coins in region...

    beta=1, the segmentation is close to a voronoi beta = 10 eps =...clustering: kmeans, 1.76s Spectral clustering: discretize, 1.62s Spectral...
    scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html
    Mon Mar 23 20:39:22 UTC 2026
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  4. Illustration of prior and posterior Gaussian pr...

    ConstantKernel ( 0.1 , ( 0.01 , 10.0 )) * ( DotProduct ( sigma_0 = 1.0 , sigma_0_bounds...periodicity = 3.0 , length_scale_bounds = ( 0.1 , 10.0 ), periodicity_bounds...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. Single estimator versus bagging: bias-variance ...

    (bias^2) + 0.0152 (var) + 0.0098 (noise) Bagging(Tree): 0.0196 (error)...(error) = 0.0004 (bias^2) + 0.0092 (var) + 0.0098 (noise) # Authors:...
    scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. Vector Quantization Example — scikit-learn 1.8....

    bin_edges_ [ 0 ] bin_center = bin_edges [: - 1 ] + ( bin_edges [ 1 :] -...text ( center - 10 , ax . get_ybound ()[ 1 ] + 100 , f " { center...
    scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Examples of Using FrozenEstimator — scikit-lear...

    three data points: [[0.18 0.82] [0.29 0.71] [0. 1. ]] Predicted class...FixedThresholdClassi: [[0.18 0.82] [0.29 0.71] [0. 1. ]] Predicted class...
    scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html
    Mon Mar 23 20:39:22 UTC 2026
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  8. Incremental PCA — scikit-learn 1.8.0 documentation

    scatterpoints = 1 ) plt . axis ([ - 4 , 4 , - 1.5 , 1.5 ]) plt . show...target_name in zip ( colors , [ 0 , 1 , 2 ], iris . target_names ):...
    scikit-learn.org/stable/auto_examples/decomposition/plot_incremental_pca.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. Developing Estimators — scikit-learn 1.8.0 docu...

    Examples concerning the development of Custom Estimator.__sklearn_is_fitted__ as Developer API
    scikit-learn.org/stable/auto_examples/developing_estimators/index.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. Non-negative least squares — scikit-learn 1.8.0...

    running time of the script: (0 minutes 0.051 seconds) Download Jupyter...non-negative true_coef [ true_coef < 0 ] = 0 y = np . dot ( X , true_coef...
    scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html
    Mon Mar 23 20:39:22 UTC 2026
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