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  1. Sum — scikit-learn 1.7.0 documentation

    y ) 1.0 >>> kernel 1.41**2 + RBF(length_scale=1) __call__...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Sum.html
    Thu Jul 03 11:42:05 UTC 2025
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  2. RandomizedSearchCV — scikit-learn 1.7.0 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...… rank_test_score ‘rbf’ 0.1 0.80 … 1 ‘rbf’ 0.2 0.84 … 3 ‘rbf’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html
    Thu Jul 03 11:42:06 UTC 2025
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  3. RBF — scikit-learn 1.7.0 documentation

    return_X_y = True ) >>> kernel = 1.0 * RBF ( 1.0 ) >>> gpc = GaussianProcessClass...ernels. RBF ( length_scale = 1.0 , length_scale_bounds = (1e-05,...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RBF.html
    Thu Jul 03 11:42:05 UTC 2025
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  4. SpectralEmbedding — scikit-learn 1.7.0 document...

    means 1 unless in a joblib.parallel_backend context. -1 means...If None, gamma will be set to 1/n_features. random_state int,...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html
    Thu Jul 03 11:42:05 UTC 2025
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  5. PatchExtractor — scikit-learn 1.7.0 documentation

    1), it is taken to mean a proportion...load_sample_images () . images [ 1 ] >>> X = X [ None , ... ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.PatchExtractor.html
    Thu Jul 03 11:42:05 UTC 2025
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  6. johnson_lindenstrauss_min_dim — scikit-learn 1....

    defined by: (1 - eps) ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u...]0, 1[ and p is a projection by a random Gaussian N(0, 1) matrix...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...
    Thu Jul 03 11:42:05 UTC 2025
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  7. NeighborhoodComponentsAnalysis — scikit-learn 1...

    If 1, progress messages will be printed to stdout. If > 1, progress...<= min(n_features, n_classes - 1) we use 'lda' , as it uses labels...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.html
    Thu Jul 03 11:42:06 UTC 2025
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  8. WhiteKernel — scikit-learn 1.7.0 documentation

    WhiteKernel ( noise_level = 1.0 , noise_level_bounds = (1e-05,...variance of this noise. \[k(x_1, x_2) = noise\_level \text{ if...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.html
    Thu Jul 03 11:42:05 UTC 2025
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  9. 12.1. Array API support (experimental) — scikit...

    1.1.1. PyTorch Support # PyTorch Tensors...Thomas Fan at PyData NYC 2023. 12.1.1. Example usage # Here is an example...
    scikit-learn.org/stable/modules/array_api.html
    Thu Jul 03 11:42:05 UTC 2025
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  10. 5.1. Partial Dependence and Individual Conditio...

    1.1. Partial dependence plots # Partial..., learning_rate = 1.0 , ... max_depth = 1 , random_state = 0...
    scikit-learn.org/stable/modules/partial_dependence.html
    Thu Jul 03 11:42:06 UTC 2025
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