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  1. log_loss — scikit-learn 1.8.0 documentation

    p) = -(y \log (p) + (1 - y) \log (1 - p))\] Read more in the..., "spam" ], ... [[ .1 , .9 ], [ .9 , .1 ], [ .8 , .2 ], [ .35...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.log_loss.html
    Tue Mar 17 03:44:36 UTC 2026
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  2. dict_learning_online — scikit-learn 1.8.0 docum...

    1 ( U , V ) with || V_k || _2 = 1 for all 0 <= k...heuristics. Added in version 1.1. return_code bool, default=True...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html
    Tue Mar 17 03:44:39 UTC 2026
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  3. Release Highlights for scikit-learn 1.3 — sciki...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Demo of HDBSCAN...array ([ 0 , 1 , 6 , np . nan ]) . reshape ( - 1 , 1 ) y = [ 0 ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_3_0.html
    Tue Mar 17 03:44:38 UTC 2026
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  4. Release Highlights for scikit-learn 1.8 — sciki...

    deprecated:: 1.8 `penalty` was deprecated in version 1.8 and will...with `0 = l1_ratio = 1`. Setting `l1_ratio=1` gives a pure L1-penalty,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_8_0.html
    Tue Mar 17 03:44:36 UTC 2026
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  5. BayesianGaussianMixture — scikit-learn 1.8.0 do...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], [ 4 , 2 ], [...mixtures”. Bayesian analysis 1.1 Examples >>> import numpy as...
    scikit-learn.org/stable/modules/generated/sklearn.mixture.BayesianGaussianMixture.html
    Tue Mar 17 03:44:36 UTC 2026
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  6. CalibrationDisplay — scikit-learn 1.8.0 documen...

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...y-axes labels. Added in version 1.1. Attributes : line_ matplotlib...
    scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibrationDisplay.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. RobustScaler — scikit-learn 1.8.0 documentation

    [[ 1. , - 2. , 2. ], ... [ - 2. , 1. , 3. ], ... [ 4. , 1. ,..., -2. , 0. ], [-1. , 0. , 0.4], [ 1. , 0. , -1.6]]) fit ( X ,...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.RobustScaler.html
    Tue Mar 17 03:44:36 UTC 2026
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  8. make_circles — scikit-learn 1.8.0 documentation

    int64(1), np.int64(1), np.int64(1), np.int64(0), np.int64(0)]...outer circle in the range [0, 1) . Returns : X ndarray of shape...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_circles.html
    Tue Mar 17 03:44:39 UTC 2026
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  9. 1.2. Linear and Quadratic Discriminant Analysis...

    equal to \(\frac{1}{n - 1} X_k^TX_k = \frac{1}{n - 1} V S^2 V^T\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^T...
    scikit-learn.org/stable/modules/lda_qda.html
    Tue Mar 17 03:44:39 UTC 2026
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  10. permutation_test_score — scikit-learn 1.8.0 doc...

    p-value is 1/(n_permutations + 1), the worst is 1.0. Notes This...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.permutation_test_score.html
    Tue Mar 17 03:44:39 UTC 2026
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