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  1. 3.3. Tuning the decision threshold for class pr...

    1, 1]) While these hard-coded rules...case an insurance company). 3.3.1.1. Options to tune the decision...
    scikit-learn.org/stable/modules/classification_threshold.html
    Sun Nov 23 04:34:55 GMT 2025
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  2. Image denoising using dictionary learning &#821...

    raccoon_face [ 1 :: 4 , :: 4 ] + raccoon_face [:: 4 , 1 :: 4 ] + raccoon_face...raccoon_face [ 1 :: 4 , 1 :: 4 ] ) raccoon_face /= 4.0 height...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Sun Nov 23 04:34:55 GMT 2025
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  3. Selecting dimensionality reduction with Pipelin...

    n_jobs=1, param_grid=[{'classify__C': [1, 10, 100,...max_iter=10000))]), n_jobs=1, param_grid=[{'classify__C': [1, 10, 100,...
    scikit-learn.org/stable/auto_examples/compose/plot_compare_reduction.html
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  4. scikit-learn: machine learning in Python &#8212...

    scikit-learn 1.8 (Changelog) . September 2025. scikit-learn 1.7.2 is...). July 2025. scikit-learn 1.7.1 is available for download (...
    scikit-learn.org/stable/index.html
    Sun Nov 23 04:34:54 GMT 2025
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  5. Comparison of kernel ridge regression and SVR &...

    1 ), param_grid = { "alpha" : [ 1e0 , 0.1 , 1e-2...{'C': 1.0, 'gamma': np.float64(0.1)} and R2 score:...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html
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  6. Demo of affinity propagation clustering algorit...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , labels_true...0 ]], [ cluster_center [ 1 ], x [ 1 ]], color = col [ "color"...
    scikit-learn.org/stable/auto_examples/cluster/plot_affinity_propagation.html
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  7. Version 0.14 — scikit-learn 1.7.2 documen...

    Harikrishnan S 1 Jack Hale 1 JakeMick 1 James McDermott 1 John Benediktsson...Benediktsson 1 John Zwinck 1 Joshua Vredevoogd 1 Justin Pati 1 Kevin...
    scikit-learn.org/stable/whats_new/v0.14.html
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  8. 11. Common pitfalls and recommended practices &...

    n_features = 1 , noise = 1 ) >>> X_train ,...applies to using None . 11.3.1.1. Estimators # Passing instances...
    scikit-learn.org/stable/common_pitfalls.html
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  9. Comparing Target Encoder with Other Encoders &#...

    scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Gallery...Napa Cabernet Sauvignon Heitz 1 Spain Ripe aromas of fig, blackberry...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html
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  10. Probability calibration of classifiers — ...

    51 )[ 1 :: 2 ], y_test [ order ] . reshape ( 25 , - 1 ) . mean...] = 0 y [ n_samples // 2 :] = 1 sample_weight = np . random ....
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration.html
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