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  1. Crafting a minimal reproducer for scikit-learn ...

    1.43 , 30.01 , 22.17 ], "target"...call last) <ipython-input-1-a674e682c281> in <module>...
    scikit-learn.org/stable/developers/minimal_reproducer.html
    Mon Jan 19 11:28:23 GMT 2026
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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 Feb 02 09:23:44 GMT 2026
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  3. 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 Feb 02 09:23:44 GMT 2026
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  4. Comparing different hierarchical linkage method...

    y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...= n_samples , cluster_std = [ 1.0 , 2.5 , 0.5 ], random_state...
    scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. Plot multi-class SGD on the iris dataset &#8212...

    feature_names [ 1 ], ) plt . axis ( "tight"...scatter ( X [ idx , 0 ], X [ idx , 1 ], c = color , label = iris ....
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_iris.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. Principal Component Analysis (PCA) on Iris Data...

    figure ( 1 , figsize = ( 8 , 6 )) ax = fig...X_reduced [:, 0 ], X_reduced [:, 1 ], X_reduced [:, 2 ], c = iris...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html
    Mon Feb 02 09:23:44 GMT 2026
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  7. 9.2. Computational Performance — scikit-l...

    1.1. Bulk versus Atomic mode # In...data as more complex ones. 9.2.1. Prediction Latency # One of the...
    scikit-learn.org/stable/computing/computational_performance.html
    Mon Jan 26 11:09:12 GMT 2026
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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 Jan 26 11:09:12 GMT 2026
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  9. Image denoising using kernel PCA — scikit...

    4 of [ 1 ] . References # Authors: The...pixel values are in the range (0, 1). import numpy as np from sklearn.datasets...
    scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html
    Mon Feb 02 09:23:44 GMT 2026
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  10. Support Vector Regression (SVR) using linear an...

    1.1 ), ncol = 1 , fancybox = True , shadow..., C = 100 , gamma = 0.1 , epsilon = 0.1 ) svr_lin = SVR ( kernel...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html
    Mon Feb 02 09:23:44 GMT 2026
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