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  1. OAS — scikit-learn 1.8.0 documentation

    precision_ array([[ 1.7833, -1.2431 ], [-1.2431, 3.3889]]) >>>...the estimator. References [ 1 ] ( 1 , 2 ) “Shrinkage algorithms...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.OAS.html
    Mon Jan 26 11:09:14 GMT 2026
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  2. Lasso — scikit-learn 1.8.0 documentation

    1 ) >>> clf . fit ([[ 0 , 0 ], [ 1 , 1 ], [ 2...2 , 2 ]], [ 0 , 1 , 2 ]) Lasso(alpha=0.1) >>> print (...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html
    Mon Jan 26 11:09:14 GMT 2026
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  3. LinearRegression — scikit-learn 1.8.0 doc...

    array ([[ 1 , 1 ], [ 1 , 2 ], [ 2 , 2 ], [ 2 ,...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html
    Mon Jan 26 11:09:12 GMT 2026
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  4. lars_path — scikit-learn 1.8.0 documentation

    the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...equation (see discussion in [1] ). Read more in the User Guide...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path.html
    Mon Jan 26 14:16:29 GMT 2026
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  5. Isomap — scikit-learn 1.8.0 documentation

    Added in version 1.1. n_components int, default=2...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html
    Mon Jan 26 14:16:30 GMT 2026
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  6. make_blobs — scikit-learn 1.8.0 documenta...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Plot the...>>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0]) >>> X ,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html
    Mon Jan 26 14:16:29 GMT 2026
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  7. BaseEstimator — scikit-learn 1.8.0 docume...

    array ([ 1 , 0 , 1 ]) >>> estimator...__init__ ( self , * , param = 1 ): ... self . param = param ......
    scikit-learn.org/stable/modules/generated/sklearn.base.BaseEstimator.html
    Mon Jan 26 11:09:12 GMT 2026
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  8. d2_pinball_score — scikit-learn 1.8.0 doc...

    Added in version 1.1. Parameters : y_true array-like...y_true = [ 1 , 2 , 3 ] >>> y_pred = [ 1 , 3 , 3 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html
    Mon Jan 26 14:16:30 GMT 2026
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  9. make_column_selector — scikit-learn 1.8.0...

    1. , 0. , 0. ], [-1.50755672, 1. , 0. , 0. ], [-0.30151134,...[-0.30151134, 0. , 1. , 0. ], [ 0.90453403, 0. , 0. , 1. ]]) __call__...
    scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_selector.html
    Mon Jan 26 11:09:17 GMT 2026
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  10. Version 1.0 — scikit-learn 1.8.0 document...

    Version 1.0.1 # October 2021 Fixed models...Version 1.0.0 of scikit-learn requires python 3.7+, numpy 1.14.6+...
    scikit-learn.org/stable/whats_new/v1.0.html
    Mon Jan 26 11:09:12 GMT 2026
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