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  1. GammaRegressor — scikit-learn 1.8.0 docum...

    determination R^2. R^2 uses squared error and D^2 uses the deviance...() >>> X = [[ 1 , 2 ], [ 2 , 3 ], [ 3 , 4 ], [ 4 , 3...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.GammaRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  2. The Johnson-Lindenstrauss bound for embedding w...

    v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u - v\|^2\] Where...\geq 4 log(n\_samples) / (eps^2 / 2 - eps^3 / 3)\] The first plot...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html
    Mon Feb 02 09:23:44 GMT 2026
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  3. Understanding the decision tree structure &#821...

    3] = 2.4) > 0.800000011920929) decision node 2 : (X_test[0,...min_samples_split: int or float, default=2 The minimum number of samples...
    scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html
    Mon Feb 02 09:23:44 GMT 2026
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  4. Swiss Roll And Swiss-Hole Reduction — sci...

    n_components = 2 ) sr_tsne = manifold . TSNE ( n_components = 2 , perplexity...n_components = 2 ) sh_tsne = manifold . TSNE ( n_components = 2 , perplexity...
    scikit-learn.org/stable/auto_examples/manifold/plot_swissroll.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. LocalOutlierFactor — scikit-learn 1.8.0 d...

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which..., metric = 'minkowski' , p = 2 , metric_params = None , contamination...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.LocalOutlierFactor.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. plot_multi_metric_evaluation.ipynb

    param_grid={\"min_samples_split\": range(2, 403, 20)},\n scoring=scoring,\n...scoring=scoring,\n refit=\"AUC\",\n n_jobs=2,\n return_train_score=True,\n)\ngs.fit(X,...
    scikit-learn.org/stable/_downloads/f57e1ee55d4c7a51949d5c26b3af07bb/plot_multi_metric_evaluation....
    Mon Jan 26 11:09:12 GMT 2026
      4.9K bytes
     
  7. Older Versions — scikit-learn 1.8.0 docum...

    flyingimmidev 2 Francois Savard 2 Hannes Schulz 2 Peter Welinder 2 Yaroslav...Losi 2 Charles McCarthy 2 Roy Hyunjin Han 2 Scott White 2 ibayer...
    scikit-learn.org/stable/whats_new/older_versions.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. MultiTaskElasticNetCV — scikit-learn 1.8....

    [ 2 , 2 ]], ... [[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2 ]]) Mul...is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskElasticNetCV.html
    Mon Feb 02 09:23:44 GMT 2026
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  9. Version 0.13 — scikit-learn 1.8.0 documen...

    Dickerson 2 ApproximateIdentity 2 John Benediktsson 2 Mark Veronda...Veronda 2 Matti Lyra 2 Mikhail Korobov 2 Xinfan Meng 1 Alejandro...
    scikit-learn.org/stable/whats_new/v0.13.html
    Mon Feb 02 09:23:44 GMT 2026
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  10. non_negative_factorization — scikit-learn...

    ||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.non_negative_factorization.html
    Mon Feb 02 09:23:44 GMT 2026
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