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1.11. Ensembles: Gradient boosting, random fore...
which is less sensitive to outliers than the...the max_bins parameter. Using less bins acts as a form of regularization....scikit-learn.org/stable/modules/ensemble.html -
Developing scikit-learn estimators — scikit-lea...
new code can be integrated in less time. Uniformly formatted code...scikit-learn.org/stable/developers/develop.html -
1.12. Multiclass and multioutput algorithms — s...
References Jesse Read, Bernhard Pfahringer, Geoff...scikit-learn.org/stable/modules/multiclass.html -
faq.rst.txt
L1 + L2 penalty (less sparse models) - :class:`~l...scikit-learn.org/stable/_sources/faq.rst.txt -
Classification of text documents using sparse f...
without access to the metadata is less accurate but more representative...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
RadiusNeighborsClassifier — scikit-learn 1.7.2 ...
but is less efficient than passing the metric...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html -
LinearSVC — scikit-learn 1.7.2 documentation
In addition it requires less memory, allows incremental (online)...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVC.html -
Prediction Intervals for Gradient Boosting Regr...
robust to outliers and overfits less. Calibration of the confidence...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
MiniBatchNMF — scikit-learn 1.7.2 documentation
less accurate alternative to NNDSVDa...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html -
7.3. Preprocessing data — scikit-learn 1.7.2 do...
individual features do not more or less look like standard normally...unusual distributions and is less influenced by outliers than...scikit-learn.org/stable/modules/preprocessing.html -
Version 0.22 — scikit-learn 1.7.2 documentation
size of bootstrap samples to be less than size of dataset. Added...solver is now faster and requires less memory. #14108 , #14170 , #14296...scikit-learn.org/stable/whats_new/v0.22.html -
related_projects.rst.txt
focused on statistical tests and less on prediction than scikit-learn....scikit-learn.org/stable/_sources/related_projects.rst.txt -
Frequently Asked Questions — scikit-learn 1.7.2...
L1 + L2 penalty (less sparse models) SGDRegressor...scikit-learn.org/stable/faq.html -
StandardScaler — scikit-learn 1.7.2 documentation
individual features do not more or less look like standard normally...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html -
ExtraTreeRegressor — scikit-learn 1.7.2 documen...
or until all leaves contain less than min_samples_split samples....scikit-learn.org/stable/modules/generated/sklearn.tree.ExtraTreeRegressor.html -
ensemble.rst.txt
which is less sensitive to outliers than the...``max_bins`` parameter. Using less bins acts as a form of regularization....scikit-learn.org/stable/_sources/modules/ensemble.rst.txt -
plot_hgbt_regression.ipynb
learning rates converge faster\n(less iterations/trees needed) but...scikit-learn.org/stable/_downloads/cb9a8a373677fb481fe43a11d8fa0e94/plot_hgbt_regression.ipynb -
ElasticNetCV — scikit-learn 1.7.2 documentation
Lasso) and less close to 0 (i.e. Ridge), as...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html -
preprocessing.rst.txt
individual features do not more or less look like standard normally...unusual distributions and is less influenced by outliers than...scikit-learn.org/stable/_sources/modules/preprocessing.rst.txt -
ExtraTreesClassifier — scikit-learn 1.7.2 docum...
or until all leaves contain less than min_samples_split samples....scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html