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  1. Ledoit-Wolf vs OAS estimation — scikit-learn 1....

    covariance matrix (AR(1) process) r = 0.1 real_cov = toeplitz (...plot MSE plt . subplot ( 2 , 1 , 1 ) plt . errorbar ( n_samples_range...
    scikit-learn.org/stable/auto_examples/covariance/plot_lw_vs_oas.html
    Thu Oct 31 11:00:34 UTC 2024
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  2. mean_squared_error — scikit-learn 1.5.2 documen...

    1 ],[ - 1 , 1 ],[ 7 , - 6 ]] >>> y_pred...since version 1.4: squared is deprecated in 1.4 and will be removed...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html
    Thu Oct 31 11:00:34 UTC 2024
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  3. MetadataRequest — scikit-learn 1.5.2 documentation

    Added in version 1.3. Parameters : owner str The...given method. Added in version 1.4. Parameters : method str The...
    scikit-learn.org/stable/modules/generated/sklearn.utils.metadata_routing.MetadataRequest.html
    Mon Oct 28 21:34:15 UTC 2024
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  4. Comparing Random Forests and Histogram Gradient...

    row = 1 , col = 1 ) fig . add_trace ( line_trace , row = 1 , col...row = 1 , col = 2 ) fig . add_trace ( line_trace , row = 1 , col...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html
    Thu Oct 31 11:00:34 UTC 2024
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  5. Comparison of LDA and PCA 2D projection of Iris...

    1 , 2 ], target_names ): plt . scatter...y == i , 0 ], X_r [ y == i , 1 ], color = color , alpha = 0.8...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html
    Thu Oct 31 11:00:32 UTC 2024
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  6. mean_squared_log_error — scikit-learn 1.5.2 doc...

    since version 1.4: squared is deprecated in 1.4 and will be removed...np.float64(0.039...) >>> y_true = [[ 0.5 , 1 ], [ 1 , 2 ], [ 7 , 6 ]] >>> y_pred...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_log_error.html
    Thu Oct 31 11:00:34 UTC 2024
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  7. Effect of varying threshold for self-training —...

    mean ( axis = 1 ), yerr = scores . std ( axis = 1 ), capsize =...( axis = 1 ), yerr = amount_labeled . std ( axis = 1 ), capsize...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html
    Thu Oct 31 11:00:34 UTC 2024
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  8. Factor Analysis (with rotation) to visualize pa...

    vmin =- 1 , vmax = 1 ) ax . set_xticks ([ 0 , 1 , 2 , 3 ])...set_xticks ([ 0 , 1 ]) ax . set_xticklabels ([ "Comp. 1" , "Comp. 2"...
    scikit-learn.org/stable/auto_examples/decomposition/plot_varimax_fa.html
    Thu Oct 31 11:00:34 UTC 2024
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  9. A demo of the mean-shift clustering algorithm —...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , _ = make_blobs...matplotlib.pyplot as plt plt . figure ( 1 ) plt . clf () colors = [ "#dede00"...
    scikit-learn.org/stable/auto_examples/cluster/plot_mean_shift.html
    Thu Oct 31 11:00:32 UTC 2024
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  10. PCA example with Iris Data-set — scikit-learn 1...

    1 ] . mean () + 1.5 , X [ y == label , 2...features 1 and 2 Sparsity Example: Fitting only features 1 and 2...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html
    Thu Oct 31 11:00:32 UTC 2024
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