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  1. sklearn.feature_extraction scikit-learn 1.7.1...

    of patches. image.grid_to_graph Graph of the pixel-to-pixel connections....connections. image.img_to_graph Graph of the pixel-to-pixel gradient...
    scikit-learn.org/stable/api/sklearn.feature_extraction.html
    Mon Aug 04 12:41:05 UTC 2025
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  2. LarsCV scikit-learn 1.7.1 documentation

    LarsCV ( cv = 5 ) . fit ( X , y ) >>> reg . score ( X , y ) 0.9996...,]) array([154.3996]) fit ( X , y , ** params ) [source] # Fit...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html
    Mon Aug 04 12:41:03 UTC 2025
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  3. Release Highlights for scikit-learn 0.22 scik...

    random_state = 42 )), ( "svr" , make_pipeline ( StandardScaler (), LinearSVC...`labels=...` # (matplotlib < 3.9) or `tick_labels=...` (matplotlib...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_22_0.html
    Mon Aug 04 12:41:02 UTC 2025
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  4. Plot classification probability scikit-learn ...

    GaussianProcessClass ( kernel = 1.0 * RBF ([ 1.0 , 1.0 ])), "Logistic regression...scatter_kwargs = { "s" : 25 , "marker" : "o" , "linewidths" : 0.8 , "edgecolor"...
    scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html
    Mon Aug 04 12:41:02 UTC 2025
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  5. Faces recognition example using eigenfaces and ...

    y_train ) print ( "done in %0.3f s" % ( time () - t0 )) print ( "Best...X_train ) print ( "done in %0.3f s" % ( time () - t0 )) eigenfaces...
    scikit-learn.org/stable/auto_examples/applications/plot_face_recognition.html
    Mon Aug 04 12:41:04 UTC 2025
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  6. Kernel PCA scikit-learn 1.7.1 documentation

    set_ylabel ( "Feature #1" ) train_ax . set_xlabel ( "Feature #0" ) train_ax..."Feature #1" ) orig_data_ax . set_xlabel ( "Feature #0" ) orig_data_ax...
    scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html
    Mon Aug 04 12:41:04 UTC 2025
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  7. Comparing different clustering algorithms on to...

    "quantile" : 0.3 , "eps" : 0.3 , "damping" : 0.9 , "preference" : -...random_state ) transformation = [[ 0.6 , - 0.6 ], [ - 0.4 , 0.8 ]] X_aniso...
    scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html
    Mon Aug 04 12:41:00 UTC 2025
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  8. Demo of DBSCAN clustering algorithm scikit-le...

    ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , labels_true = make_blobs (...labels )) - ( 1 if - 1 in labels else 0 ) n_noise_ = list ( labels...
    scikit-learn.org/stable/auto_examples/cluster/plot_dbscan.html
    Mon Aug 04 12:41:02 UTC 2025
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  9. An example of K-Means++ initialization scikit...

    plt . figure ( 1 ) colors = [ "#4EACC5" , "#FF9C34" , "#4E9A06"...centers_init [:, 0 ], centers_init [:, 1 ], c = "b" , s = 50 ) plt . title...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_plusplus.html
    Mon Aug 04 12:41:00 UTC 2025
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  10. Post-tuning the decision threshold for cost-sen...

    Column Non-Null Count Dtype --- ------ ---------- ----- 0 checking_status...in X . X . info () <class 'pandas.core.frame.DataFrame'> RangeIndex:...
    scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html
    Mon Aug 04 12:41:02 UTC 2025
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