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  1. Gaussian Mixture Models — scikit-learn 1.7.1 do...

    Examples concerning the sklearn.mixture module. Concentration Prior Type Analysis of Variation Bayesian Gaussian Mixture Density Estimation for a Gaussian mixture GMM Initialization Methods GMM cov...
    scikit-learn.org/stable/auto_examples/mixture/index.html
    Sat Aug 02 00:15:34 UTC 2025
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  2. sklearn.decomposition — scikit-learn 1.7.1 docu...

    Matrix decomposition algorithms. These include PCA, NMF, ICA, and more. Most of the algorithms of this module can be regarded as dimensionality reduction techniques. User guide. See the Decomposing...
    scikit-learn.org/stable/api/sklearn.decomposition.html
    Sat Aug 02 00:15:35 UTC 2025
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  3. sklearn.cluster — scikit-learn 1.7.1 documentation

    Popular unsupervised clustering algorithms. User guide. See the Clustering and Biclustering sections for further details.
    scikit-learn.org/stable/api/sklearn.cluster.html
    Sat Aug 02 00:15:36 UTC 2025
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  4. calinski_harabasz_score — scikit-learn 1.7.1 do...

    References [ 1 ] T. Calinski and J. Harabasz,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.calinski_harabasz_score.html
    Sat Aug 02 00:15:38 UTC 2025
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  5. ledoit_wolf_shrinkage — scikit-learn 1.7.1 docu...

    regularized (shrunk) covariance is: (1 - shrinkage) * cov + shrinkage...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.ledoit_wolf_shrinkage.html
    Sat Aug 02 00:15:38 UTC 2025
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  6. is_clusterer — scikit-learn 1.7.1 documentation

    Added in version 1.6. Parameters : estimator object...
    scikit-learn.org/stable/modules/generated/sklearn.base.is_clusterer.html
    Sat Aug 02 00:15:36 UTC 2025
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  7. Adjustment for chance in clustering performance...

    mean ( axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...scores , axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...
    scikit-learn.org/stable/auto_examples/cluster/plot_adjusted_for_chance_measures.html
    Sat Aug 02 00:15:37 UTC 2025
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  8. Various Agglomerative Clustering on a 2D embedd...

    1 , 0.95 ]) # ---------- # 2D embedding...time of the script: (0 minutes 1.713 seconds) Download Jupyter...
    scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html
    Sat Aug 02 00:15:37 UTC 2025
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  9. randomized_range_finder — scikit-learn 1.7.1 do...

    array ([[ 1 , 2 , 3 ], [ 4 , 5 , 6 ], [ 7...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_range_finder.html
    Sat Aug 02 00:15:36 UTC 2025
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  10. Probability Calibration for 3-class classificat...

    "($\frac {1}{3} $, $\frac {1}{3} $, $\frac {1}{3} $)" , xy = ( 1.0 /...r "($1$, $0$, $0$)" , xy = ( 1 , 0 ), xytext = ( 1 , 0.1 ), xycoords...
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html
    Sat Aug 02 00:15:37 UTC 2025
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