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  1. Underfitting vs. Overfitting — scikit-learn 1.8...

    This example demonstrates the problems of underfitting and overfitting and how we can use linear regression with polynomial features to approximate nonlinear functions. The plot shows the function ...
    scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html
    Tue Mar 17 03:44:36 UTC 2026
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  2. SVM: Weighted samples — scikit-learn 1.8.0 docu...

    Plot decision function of a weighted dataset, where the size of points is proportional to its weight. The sample weighting rescales the C parameter, which means that the classifier puts more emphas...
    scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html
    Tue Mar 17 03:44:38 UTC 2026
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  3. Plot individual and voting regression predictio...

    Documentation for VotingRegressor i Fitted...GradientBoostingRegr ? Documentation for GradientBoostingRegr...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. Version 0.24 — scikit-learn 1.8.0 documentation

    previously didn’t work as documented – or according to reasonable...by Nathan C. . Code and documentation contributors Thanks to everyone...
    scikit-learn.org/stable/whats_new/v0.24.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. Gaussian Mixture Model Selection — scikit-learn...

    Documentation for GridSearchCV i Fitted...s=2) GaussianMixture ? Documentation for GaussianMixture Parameters...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_selection.html
    Tue Mar 17 03:44:38 UTC 2026
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  6. Examples based on real world datasets — scikit-...

    text documents Out-of-core classification of text documents Outlier...
    scikit-learn.org/stable/auto_examples/applications/index.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. A demo of the Spectral Co-Clustering algorithm ...

    Biclustering algorithm Biclustering documents with the Spectral Co-clustering...Co-clustering algorithm Biclustering documents with the Spectral Co-clustering...
    scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_coclustering.html
    Tue Mar 17 03:44:36 UTC 2026
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  8. Comparison of Calibration of Classifiers — scik...

    Well calibrated classifiers are probabilistic classifiers for which the output of predict_proba can be directly interpreted as a confidence level. For instance, a well calibrated (binary) classifie...
    scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html
    Tue Mar 17 03:44:36 UTC 2026
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  9. Vector Quantization Example — scikit-learn 1.8....

    This example shows how one can use KBinsDiscretizer to perform vector quantization on a set of toy image, the raccoon face. Original image: We start by loading the raccoon face image from SciPy. We...
    scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html
    Tue Mar 17 03:44:39 UTC 2026
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  10. Two-class AdaBoost — scikit-learn 1.8.0 documen...

    This example fits an AdaBoosted decision stump on a non-linearly separable classification dataset composed of two “Gaussian quantiles” clusters (see sklearn.datasets.make_gaussian_quantiles) and pl...
    scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_twoclass.html
    Tue Mar 17 03:44:39 UTC 2026
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