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  1. f1_score — scikit-learn 1.7.2 documentation

    2 , 0 , 1 , 2 ] >>> y_pred = [ 0 , 2 , 1 , 0 , 0...is: \[\text{F1} = \frac{2 * \text{TP}}{2 * \text{TP} + \text{FP}...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html
    Wed Sep 24 16:15:25 UTC 2025
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  2. LassoLarsCV — scikit-learn 1.7.2 documentation

    is: ( 1 / ( 2 * n_samples )) * || y - Xw ||^ 2_2 + alpha * ||...float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoLarsCV.html
    Wed Sep 24 16:15:26 UTC 2025
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  3. MeanShift — scikit-learn 1.7.2 documentation

    complexity will tend towards O(T*n^2). Scalability can be boosted by...X = np . array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.MeanShift.html
    Fri Sep 26 00:57:37 UTC 2025
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  4. TSNE — scikit-learn 1.7.2 documentation

    2 - 0.8. Angle less than 0.2 has quickly increasing...sklearn.manifold. TSNE ( n_components = 2 , * , perplexity = 30.0 , early_exaggeration...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html
    Wed Sep 24 16:15:25 UTC 2025
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  5. OneHotEncoder — scikit-learn 1.7.2 documentation

    Features with 1 or more than 2 categories are left intact. array...(CSR) format. Added in version 1.2: sparse was renamed to sparse_output...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html
    Wed Sep 24 16:15:24 UTC 2025
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  6. LinearDiscriminantAnalysis — scikit-learn 1.7.2...

    2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysi...
    Fri Sep 26 00:57:37 UTC 2025
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  7. HashingVectorizer — scikit-learn 1.7.2 document...

    2) means unigrams and bigrams, and (2, 2) means only...n_features is large enough (e.g. 2 ** 18 for text classification...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Fri Sep 26 00:57:37 UTC 2025
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  8. GridSearchCV — scikit-learn 1.7.2 documentation

    split0_test_score … rank_t… ‘poly’ – 2 0.80 … 2 ‘poly’ – 3 0.70 … 4 ‘rbf’...verbose = 0 , pre_dispatch = '2*n_jobs' , error_score = nan ,...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
    Fri Sep 26 00:57:37 UTC 2025
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  9. lars_path — scikit-learn 1.7.2 documentation

    is: ( 1 / ( 2 * n_samples )) * || y - Xw ||^ 2_2 + alpha * ||...copy_X = True , eps = np.float64(2.220446049250313e-16) , copy_Gram...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path.html
    Wed Sep 24 16:15:25 UTC 2025
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  10. KernelRidge — scikit-learn 1.7.2 documentation

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...coefficient of determination, \(R^2\) , is defined as \((1 - \frac{u}{v})\)...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html
    Wed Sep 24 16:15:24 UTC 2025
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