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  1. 1.5. Stochastic Gradient Descent — scikit-learn...

    := \frac{1}{2} \sum_{j=1}^{m} w_j^2 = ||w||_2^2\) , \(L_1\) norm:...values: >>> clf . predict ([[ 2. , 2. ]]) array([1]) SGD fits a...
    scikit-learn.org/stable/modules/sgd.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. sphinx-design.min.css

    sd-g-2,.sd-gy-2{--sd-gutter-y: 0.5rem}.sd-g-2,.sd-gx-2{--sd-gutter-x:...!important}.sd-p-2{padding:.5rem !important}.sd-pt-2,.sd-py-2{padding-top:.5rem...
    scikit-learn.org/stable/_static/sphinx-design.min.css
    Mon Mar 23 20:39:21 UTC 2026
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  3. RationalQuadratic — scikit-learn 1.8.0 document...

    x_j)^2 }{ 2\alpha l^2}\right)^{-\alpha}\] where...>>> gpc . predict_proba ( X [: 2 ,:]) array([[0.8881, 0.0566, 0.05518],...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. Install IBM Storage Scale Container Native 6.0....

    worker - 1 2 / 2 Running 0 6 m39s worker - 2 2 / 2 Running 0 6...llector- 1 2 / 2 Running 0 4 m6s worker - 0 2 / 2 Running 0 6...
    developer.ibm.com/tutorials/install-spectrum-scale-cnsa-5121-on-ocp-48-on-powervs/
    Tue Mar 24 01:25:47 UTC 2026
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  5. johnson_lindenstrauss_min_dim — scikit-learn 1....

    ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u - v||^2 Where u...>= 4 log(n_samples) / (eps^2 / 2 - eps^3 / 3) Note that the number...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...
    Mon Mar 23 20:39:21 UTC 2026
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  6. kmeans_plusplus — scikit-learn 1.8.0 documentation

    2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2 ], [ 10 , 4...n_clusters = 2 , random_state = 0 ) >>> centers array([[10, 2], [ 1,...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.kmeans_plusplus.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. hamming_loss — scikit-learn 1.8.0 documentation

    2 , 3 , 4 ] >>> y_true = [ 2 , 2 , 3 , 4 ] >>>...[ 1 , 1 ]]), np . zeros (( 2 , 2 ))) 0.75 Gallery examples #...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.hamming_loss.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. RidgeCV — scikit-learn 1.8.0 documentation

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...coefficient of determination ( \(R^2\) ) otherwise. cv int, cross-validation...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeCV.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. PoissonRegressor — scikit-learn 1.8.0 documenta...

    determination R^2. R^2 uses squared error and D^2 uses the deviance...PoissonRegressor () >>> X = [[ 1 , 2 ], [ 2 , 3 ], [ 3 , 4 ], [ 4 , 3...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PoissonRegressor.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. mean_poisson_deviance — scikit-learn 1.8.0 docu...

    y_true = [ 2 , 0 , 1 , 4 ] >>> y_pred = [ 0.5 , 0.5 , 2. , 2. ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_poisson_deviance.html
    Mon Mar 23 20:39:23 UTC 2026
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