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  1. Release Highlights for scikit-learn 0.24 &#8212...

    2. From 1.2, use # PartialDependenceDis..."min_samples_split" : randint ( 2 , 11 ), "bootstrap"...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. Empirical evaluation of the impact of k-means i...

    1 n_clusters = grid_size ** 2 def make_data ( random_state ,...runs" % n_runs ) # Part 2: Qualitative visual inspection...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. Faces recognition example using eigenfaces and ...

    for machine learning we use the 2 data directly (as relative pixel...figure ( figsize = ( 1.8 * n_col , 2.4 * n_row )) plt . subplots_adjust...
    scikit-learn.org/stable/auto_examples/applications/plot_face_recognition.html
    Fri Dec 05 17:52:55 GMT 2025
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  4. Various Agglomerative Clustering on a 2D embedd...

    SpectralEmbedding ( n_components = 2 ) . fit_transform ( X ) print...
    scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html
    Fri Dec 05 17:52:55 GMT 2025
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  5. randomized_svd — scikit-learn 1.7.2 docum...

    2), (2,), (2, 4)) On this page This Page...increase this parameter up to 2*k - n_components where k is the...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html
    Thu Dec 04 11:53:55 GMT 2025
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  6. 1.4. Support Vector Machines — scikit-lea...

    [ 2 , 2 ]] >>> y = [ 0.5 , 2.5 ] >>>...>>> clf . predict ([[ 2. , 2. ]]) array([1]) SVMs decision...
    scikit-learn.org/stable/modules/svm.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. RadiusNeighborsRegressor — scikit-learn 1...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...'auto' , leaf_size = 30 , p = 2 , metric = 'minkowski' , metric_params...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsRegressor.html
    Fri Dec 05 17:52:54 GMT 2025
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  8. DistanceMetric — scikit-learn 1.7.2 docum...

    HaversineDistance 2 arcsin(sqrt(sin^2(0.5*dx) + cos(x1)cos(x2)sin^2(0.5*dy)))...'euclidean' ) >>> X = [[ 1 , 2 ], [ 3 , 4 ], [ 5 , 6 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.DistanceMetric.html
    Fri Dec 05 17:52:55 GMT 2025
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  9. inplace_csr_column_scale — scikit-learn 1...

    2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_csr_column_scale.html
    Fri Nov 21 09:29:38 GMT 2025
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  10. dict_learning_online — scikit-learn 1.7.2...

    X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...dict_learning_online ( X , n_components = 2 , * , alpha = 1 , max_iter = 100...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html
    Fri Dec 05 17:52:54 GMT 2025
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