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  1. EmpiricalCovariance scikit-learn 1.7.2 docume...

    covariance_ array([[0.7569, 0.2818], [0.2818, 0.3928]]) >>> cov . location_...sqrt(tr(A^t.A)) - spectral: sqrt(max(eigenvalues(A^t.A)) where...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.EmpiricalCovariance.html
    Thu Sep 11 19:47:22 UTC 2025
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  2. ConstantKernel scikit-learn 1.7.2 documentation

    True ) (array([606.1]), array([0.248])) __call__ ( X , Y = None...constant_value = 1.0 , constant_value_bounds = (1e-05, 100000.0) ) [source]...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.html
    Thu Sep 11 19:47:20 UTC 2025
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  3. make_regression scikit-learn 1.7.2 documentation

    [-0.2341, -0.2341], [-0.4694, 0.5425], [ 1.579, 0.7674]]) >>> y...42 ) >>> X array([[ 0.4967, -0.1382 ], [ 0.6476, 1.523], [-0.2341,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_regression.html
    Thu Sep 11 19:47:20 UTC 2025
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  4. make_s_curve scikit-learn 1.7.2 documentation

    X . shape (100, 3) >>> t . shape (100,) Gallery examples # Comparison...sklearn.datasets. make_s_curve ( n_samples = 100 , * , noise = 0.0 , random_state...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_s_curve.html
    Thu Sep 11 19:47:20 UTC 2025
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  5. IterativeImputer scikit-learn 1.7.2 documenta...

    initial_strategy {mean, median, most_frequent, constant}, default=’mean’...X_{t-1}))/max(abs(X[known_vals])) < tol , where X_t is X at iteration...
    scikit-learn.org/stable/modules/generated/sklearn.impute.IterativeImputer.html
    Thu Sep 11 19:47:20 UTC 2025
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  6. make_column_transformer scikit-learn 1.7.2 do...

    er ( ... ( StandardScaler (), [ 'numerical_column' ]), ... (...['numerical_column']), ('onehotencoder', OneHotEncoder(...), ['categorical_column'])])...
    scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_transformer.html
    Thu Sep 11 19:47:20 UTC 2025
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  7. fetch_lfw_people scikit-learn 1.7.2 documenta...

    False , slice_ = (slice(70, 195, None), slice(78, 172, None)) , download_if_missing...encountered. Added in version 1.5. delay float, default=1.0 Number...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_people.html
    Thu Sep 11 19:47:20 UTC 2025
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  8. IsolationForest scikit-learn 1.7.2 documentation

    max_samples = 'auto' , contamination = 'auto' , max_features = 1.0 , bootstrap...from 0.1 to 'auto' . max_features int or float, default=1.0 The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html
    Thu Sep 11 19:47:20 UTC 2025
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  9. RBFSampler scikit-learn 1.7.2 documentation

    1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...https://people.eecs.berkeley.edu/~brecht/papers/08.rah.rec.nips.pdf ) Examples >>>...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.RBFSampler.html
    Thu Sep 11 19:47:20 UTC 2025
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  10. partial_dependence scikit-learn 1.7.2 documen...

    None , response_method = 'auto' , percentiles = (0.05, 0.95) ,...feature (e.g. [0] ) or pair of interacting features (e.g. [(0, 1)]...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.partial_dependence.html
    Thu Sep 11 19:47:20 UTC 2025
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