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KernelDensity — scikit-learn 1.7.2 documentation
Metric to use for distance computation. See the documentation of...N-point problems. Examples Compute a gaussian kernel density estimate...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html -
SpectralEmbedding — scikit-learn 1.7.2 document...
construct the affinity matrix by computing a graph of nearest neighbors....construct the affinity matrix by computing a radial basis function (RBF)...scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html -
5.2. Permutation feature importance — scikit-le...
cross-validation) prior to computing importances. Permutation importance...Permutation importances can be computed either on the training set...scikit-learn.org/stable/modules/permutation_importance.html -
OutputCodeClassifier — scikit-learn 1.7.2 docum...
for the computation: the multiclass problems are computed in parallel....G., Hastie T., Journal of Computational and Graphical statistics...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OutputCodeClassifier.html -
Comparing Random Forests and Histogram Gradient...
and 8 features Compute score and computation times # Notice that...models in terms of score and computation time for a regression dataset,...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
f1_score — scikit-learn 1.7.2 documentation
zero_division = 'warn' ) [source] # Compute the F1 score, also known as...score for both classes are computed, then averaged or both returned...scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html -
Brazilian police force deploys facial recogniti...
vital detective work in the community, thanks to Elastic. Handles...build stronger ties with the community A Brazilian police force is...www.elastic.co/customers/brazilian-police-force -
1.11. Ensembles: Gradient boosting, random fore...
(specifically the quantiles computation) does not take the weights...samples gradient and hessians computations are parallelized over samples...scikit-learn.org/stable/modules/ensemble.html -
Plotting Cross-Validated Predictions — scikit-l...
the model performance by computing a single performance metric...distributions. It is recommended to compute per-fold performance metrics...scikit-learn.org/stable/auto_examples/model_selection/plot_cv_predict.html -
scale — scikit-learn 1.7.2 documentation
default=0 Axis used to compute the means and standard deviations...missing values: disregarded to compute the statistics, and maintained...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.scale.html