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  1. Evaluate the performance of a classifier with C...

    confusion matrix [[1. 0. 0. ] [0. 0.62 0.38] [0. 0. 1. ]] Binary Classification...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Recognizing...
    scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html
    Mon Dec 29 13:14:49 GMT 2025
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  2. Label Propagation digits: Demonstrating perform...

    support 0 1.00 1.00 1.00 27 1 0.82 1.00 0.90 37 2 1.00 0.86 0.92...0.92 28 3 1.00 0.80 0.89 35 4 0.92 1.00 0.96 24 5 0.74 0.94 0.83...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html
    Mon Dec 29 13:14:48 GMT 2025
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  3. Robust covariance estimation and Mahalanobis di...

    where feature 1 has a standard deviation equal to 1 and feature...np . arange ( 1 , n_features ), np . arange ( 1 , n_features )]...
    scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html
    Mon Dec 29 13:14:48 GMT 2025
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  4. ConcurrentMapCache (Spring Framework 7.0.1 API)

    1 Author: Costin Leau, Juergen Hoeller,...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/cache/concurrent/Con...
    Fri Feb 01 00:00:00 GMT 1980
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  5. 8.2. Real world datasets — scikit-learn 1...

    1, 1, 1, 0, 1, 1, 0, 0, 0]) Converting...target [: 10 ]) [5, 6, 3, 1, 0, 1, 3, 4, 3, 0] The second loader...
    scikit-learn.org/stable/datasets/real_world.html
    Mon Dec 29 13:14:49 GMT 2025
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  6. Enhancer (Spring Framework 7.0.1 API)

    Proxy support included with JDK 1.3, but one that allowed the proxies...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/cglib/proxy/Enhancer...
    Fri Feb 01 00:00:00 GMT 1980
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  7. Linear and Quadratic Discriminant Analysis with...

    0) and (1, 1) . Each blob is assigned a specific...cov_class_2 + np . array ([ 1 , 1 ]), ] ) y = np . concatenate...
    scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html
    Mon Dec 29 13:14:48 GMT 2025
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  8. 2.2. Manifold learning — scikit-learn 1.8...

    as \(L = D^{-\frac{1}{2}} (D - A) D^{-\frac{1}{2}}\) . Partial...is only artificially high. 2.2.1. Introduction # High-dimensional...
    scikit-learn.org/stable/modules/manifold.html
    Mon Dec 29 13:14:48 GMT 2025
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  9. Sparse inverse covariance estimation — sc...

    RandomState ( 1 ) prec = make_sparse_spd_matrix...): plt . subplot ( 2 , 4 , i + 1 ) plt . imshow ( this_cov , interpolation...
    scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html
    Mon Dec 29 13:14:48 GMT 2025
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  10. Dimensionality Reduction with Neighborhood Comp...

    subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html
    Mon Dec 29 13:14:49 GMT 2025
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