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  1. sklearn.mixture — scikit-learn 1.6.1 documentation

    Mixture modeling algorithms. User guide. See the Gaussian mixture models section for further details.
    scikit-learn.org/stable/api/sklearn.mixture.html
    Mon Apr 21 17:07:39 UTC 2025
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  2. sklearn.neighbors — scikit-learn 1.6.1 document...

    The k-nearest neighbors algorithms. User guide. See the Nearest Neighbors section for further details.
    scikit-learn.org/stable/api/sklearn.neighbors.html
    Mon Apr 21 17:07:39 UTC 2025
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  3. Semi Supervised Classification — scikit-learn 1...

    Examples concerning the sklearn.semi_supervised module. Decision boundary of semi-supervised classifiers versus SVM on the Iris dataset Effect of varying threshold for self-training Label Propagati...
    scikit-learn.org/stable/auto_examples/semi_supervised/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  4. Segmenting the picture of greek coins in region...

    1.95s Spectral clustering: discretize, 1.83s Spectral...the # actual image. For beta=1, the segmentation is close to...
    scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html
    Mon Apr 21 17:07:39 UTC 2025
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  5. Dimensionality Reduction with Neighborhood Comp...

    subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html
    Mon Apr 21 17:07:38 UTC 2025
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  6. Developing Estimators — scikit-learn 1.6.1 docu...

    Examples concerning the development of Custom Estimator.__sklearn_is_fitted__ as Developer API
    scikit-learn.org/stable/auto_examples/developing_estimators/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  7. Covariance estimation — scikit-learn 1.6.1 docu...

    Examples concerning the sklearn.covariance module. Ledoit-Wolf vs OAS estimation Robust covariance estimation and Mahalanobis distances relevance Robust vs Empirical covariance estimate Shrinkage c...
    scikit-learn.org/stable/auto_examples/covariance/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  8. Kernel Approximation — scikit-learn 1.6.1 docum...

    Examples concerning the sklearn.kernel_approximation module. Scalable learning with polynomial kernel approximation
    scikit-learn.org/stable/auto_examples/kernel_approximation/index.html
    Mon Apr 21 17:07:38 UTC 2025
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  9. Installing the development version of scikit-le...

    NumPy (>= 1.19.5), SciPy (>= 1.6.0), Joblib (>= 1.2.0), threadpoolctl...ikit-learn.git # add --depth 1 if your connection is slow cd...
    scikit-learn.org/stable/developers/advanced_installation.html
    Sat Apr 19 00:31:22 UTC 2025
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  10. Release Highlights for scikit-learn 0.24 — scik...

    been removed in version 1.2. From 1.2, use # PartialDependenceDis...scikit-learn 1.0 Release Highlights for scikit-learn 1.0 Release...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html
    Mon Apr 21 17:07:38 UTC 2025
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