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7.3. Preprocessing data — scikit-learn 1.7.1 do...
implements the Transformer API to compute the mean and standard deviation...matrix of a kernel \(K\) that computes a dot product in a feature...scikit-learn.org/stable/modules/preprocessing.html -
FeatureAgglomeration — scikit-learn 1.7.1 docum...
compute_distances bool, default=False Computes distances...Only computed if distance_threshold is used or compute_distances...scikit-learn.org/stable/modules/generated/sklearn.cluster.FeatureAgglomeration.html -
ensemble.rst.txt
(specifically the quantiles computation) does not take the weights...- gradient and hessians computations are parallelized over samples...scikit-learn.org/stable/_sources/modules/ensemble.rst.txt -
GraphicalLassoCV — scikit-learn 1.7.1 documenta...
machine-precision regularization in the computation of the Cholesky diagonal...are not centered before computation. Useful when working with...scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html -
OAS — scikit-learn 1.7.1 documentation
will not be centered before computation. Useful when working with...will be centered before computation. Attributes : covariance_...scikit-learn.org/stable/modules/generated/sklearn.covariance.OAS.html -
GaussianRandomProjection — scikit-learn 1.7.1 d...
only computed if compute_inverse_components is...= 'auto' , * , eps = 0.1 , compute_inverse_components = False...scikit-learn.org/stable/modules/generated/sklearn.random_projection.GaussianRandomProjection.html -
7.7. Kernel Approximation — scikit-learn 1.7.1 ...
explicitly computing the outer product, TensorSketch computes the Count...is evaluated. While the computational complexity of the exact...scikit-learn.org/stable/modules/kernel_approximation.html -
IncrementalPCA — scikit-learn 1.7.1 documentation
The computational overhead of each SVD is...n_samples / batch_size SVD computations to get the principal components,...scikit-learn.org/stable/modules/generated/sklearn.decomposition.IncrementalPCA.html -
Statistical comparison of models using grid sea...
underestimating the variance computed in our statistical tests,...could run a paired t-test and compute the p-value. This is also known...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
1.8. Cross decomposition — scikit-learn 1.7.1 d...
K]\) : a) compute \(u_k \in \mathbb{R}^d\) and...performed in two ways: either by computing the whole SVD of \(C\) and...scikit-learn.org/stable/modules/cross_decomposition.html