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  1. Ridge coefficients as a function of the L2 Regu...

    - X \beta \|^{2}_{2} + \alpha \| \beta \|^{2}_{2}\) where \(X\)...side (e.g. \(\|y - X\beta\|^{2}_{2}\) ) measures the squared difference...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html
    Mon Mar 23 20:39:22 UTC 2026
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  2. manhattan_distances — scikit-learn 1.8.0 docume...

    2 ], [ 3 , 4 ]], [[ 1 , 2 ], [ 0 , 3 ]]) array([[0., 2.],...]], [[ 2 ]]) array([[1.]]) >>> manhattan_distances ([[ 2 ]], [[...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.manhattan_distances.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. Robust covariance estimation and Mahalanobis di...

    standard deviation equal to 2 and feature 2 has a standard deviation...n_features = 2 # generate Gaussian data of shape (125, 2) gen_cov...
    scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html
    Mon Mar 23 20:39:22 UTC 2026
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  4. Cluster analysis in R - IBM Developer

    diag( 2 ) * c( 2 , 1 ))) %>% mutate( class...diag( 2 ) * c( 1 , 3 ))) %>% mutate( class =factor( 2 )) cluster3...
    developer.ibm.com/tutorials/awb-cluster-analysis-in-r/
    Mon Feb 02 13:13:28 UTC 2026
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  5. compute_optics_graph — scikit-learn 1.8.0 docum...

    2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...samples (rounded to be at least 2). max_eps float, default=np.inf...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.compute_optics_graph.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. Comparison of kernel ridge and Gaussian process...

    period of this sine is thus \(2 \pi\) . We will reuse this information...= "True signal" , linewidth = 2 ) plt . scatter ( training_data...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Image denoising using dictionary learning — sci...

    2 , 2 ) difference = image - reference...Pursuit \n 2 atoms" , "omp" , { "transform_n_nonzero_coefs" : 2 }),...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Mon Mar 23 20:39:22 UTC 2026
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  8. rand_score — scikit-learn 1.8.0 documentation

    of Classification 2, 193–218 (1985). . [ 2 ] Wikipedia: Simple...predicted and true clusterings [1] [2] . The raw RI score [3] is: RI...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. RadiusNeighborsRegressor — scikit-learn 1.8.0 d...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...'auto' , leaf_size = 30 , p = 2 , metric = 'minkowski' , metric_params...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsRegressor.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. inplace_column_scale — scikit-learn 1.8.0...

    2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html
    Mon Feb 02 09:23:44 UTC 2026
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