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  1. HistGradientBoostingRegressor — scikit-le...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Release Highlights...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  2. auto_examples_jupyter.zip

    - l / 2.0) ** 2 + (y - l / 2.0) ** 2 < (l / 2.0) ** 2\n mask...1,\n figsize=(4 * 2.2, n_classifiers * 2.2),\n)\nevaluation_results...
    scikit-learn.org/stable/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
    Mon Jan 19 11:28:25 GMT 2026
      2.2M bytes
     
  3. NMF &#8212; scikit-learn 1.8.0 documentation

    ||H||_{Fro}^2,\end{aligned}\end{align} \] where \(||A||_{Fro}^2 = \sum_{i,j}...array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Mon Feb 02 09:23:44 GMT 2026
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  4. MultiTaskElasticNet &#8212; scikit-learn 1.8.0 ...

    [ 2 , 2 ]], [[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2 ]]) Multi...is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskElasticNet.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. root_mean_squared_error &#8212; scikit-learn 1....

    2 , 7 ] &gt;&gt;&gt; y_pred = [ 2.5 , 0.0 , 2 , 8 ] &gt;&gt;&gt;...&gt;&gt;&gt; y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] &gt;&gt;&gt;...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.root_mean_squared_error.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. oas &#8212; scikit-learn 1.8.0 documentation

    formula (23) states that 2/p (p being the number of features)...because for a large p, the value of 2/p is so small that it doesn’t...
    scikit-learn.org/stable/modules/generated/oas-function.html
    Mon Feb 02 09:23:44 GMT 2026
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  7. NearestNeighbors &#8212; scikit-learn 1.8.0 doc...

    2 , return_distance = False ) array([[2, 0]]...) &gt;&gt;&gt;...array([[2]])) As you can see, it returns [[0.5]], and [[2]], which...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. Tweedie regression on insurance claims &#8212; ...

    9900 2.015718e+02 2.015412e+02 2.015342e+02 2.015600e+02...abs. error 2.730129e+02 2.722124e+02 2.740176e+02 2.731633e+02...
    scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html
    Mon Feb 02 09:23:44 GMT 2026
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  9. incr_mean_variance_axis &#8212; scikit-learn 1....

    2 , 2 ]) &gt;&gt;&gt; data = np . array ([ 8 , 1 , 2 , 5...&gt;&gt;&gt; scale = np . array ([ 2 , 3 , 2 ]) &gt;&gt;&gt; csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.html
    Mon Feb 02 09:23:44 GMT 2026
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  10. RBF &#8212; scikit-learn 1.8.0 documentation

    x_j)^2}{2l^2} \right)\] where \(l\) is the...very smooth. See [2] , Chapter 4, Section 4.2, for further details...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RBF.html
    Mon Feb 02 09:23:44 GMT 2026
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