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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 -
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 -
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 -
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 -
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 -
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 -
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 -
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 -
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 -
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