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Outlier detection with Local Outlier Factor (LO...
anomaly detection method which computes the local density deviation...(default) # Use fit_predict to compute the predicted labels of the...scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html -
2.6. Covariance estimation — scikit-learn 1.7.1...
matrix of a sample can be computed using the empirical_covariance...directly applied to a pre-computed covariance with the shrunk_covariance...scikit-learn.org/stable/modules/covariance.html -
7.8. Pairwise metrics, Affinities and Kernels —...
SVMs in computer vision applications. It can be computed using...similarity # cosine_similarity computes the L2-normalized dot product...scikit-learn.org/stable/modules/metrics.html -
grid_search.rst.txt
impact on the predictive or computation performance of the model...:class:`GridSearchCV`. Additionally, a computation budget, being the number...scikit-learn.org/stable/_sources/modules/grid_search.rst.txt -
graphical_lasso — scikit-learn 1.7.1 documentation
Empirical covariance from which to compute the covariance estimate. alpha...machine-precision regularization in the computation of the Cholesky diagonal...scikit-learn.org/stable/modules/generated/sklearn.covariance.graphical_lasso.html -
Elastic Observability [8.19] | Elastic
Delete sensitive data Secure communication with APM agents APM agent...agent TLS communication API keys Secret token Anonymous authentication...www.elastic.co/guide/en/observability/8.19/index.html -
sklearn.cluster — scikit-learn 1.7.1 documentation
compute_optics_graph Compute the OPTICS reachability...scikit-learn.org/stable/api/sklearn.cluster.html -
Gradient Boosting Out-of-Bag estimates — scikit...
estimates but they can be computed on-the-fly without the need...clf , X_test , y_test ): """compute deviance scores on ``X_test``...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
User Guide — scikit-learn 1.7.1 documentation
Computing cross-validated metrics 3.1.2....Mathematical Definition 5.1.4. Computation methods 5.2. Permutation...scikit-learn.org/stable/user_guide.html -
KMeans — scikit-learn 1.7.1 documentation
default=True When pre-computing distances it is more numerically...sample_weight = None ) [source] # Compute k-means clustering. Parameters...scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html