""" The :mod:`sklearn.cluster` module gathers popular unsupervised clustering algorithms. """ from ._spectral import spectral_clustering, SpectralClustering from ._mean_shift import mean_shift, MeanShift, estimate_bandwidth, get_bin_seeds from ._affinity_propagation import affinity_propagation, AffinityPropagation from ._agglomerative import ( ward_tree, AgglomerativeClustering, linkage_tree, FeatureAgglomeration, ) from ._kmeans import k_means, KMeans, MiniBatchKMeans, kmeans_plusplus from ._bisect_k_means import BisectingKMeans from ._dbscan import dbscan, DBSCAN from ._optics import ( OPTICS, cluster_optics_dbscan, compute_optics_graph, cluster_optics_xi, ) from ._bicluster import SpectralBiclustering, SpectralCoclustering from ._birch import Birch __all__ = [ "AffinityPropagation", "AgglomerativeClustering", "Birch", "DBSCAN", "OPTICS", "cluster_optics_dbscan", "cluster_optics_xi", "compute_optics_graph", "KMeans", "BisectingKMeans", "FeatureAgglomeration", "MeanShift", "MiniBatchKMeans", "SpectralClustering", "affinity_propagation", "dbscan", "estimate_bandwidth", "get_bin_seeds", "k_means", "kmeans_plusplus", "linkage_tree", "mean_shift", "spectral_clustering", "ward_tree", "SpectralBiclustering", "SpectralCoclustering", ]