In order to test if a classification score is significative a technique in repeating the classification procedure after randomizing

Well calibrated classifiers are probabilistic classifiers for which the output of the predict_proba method can be directly interpreted as a confidence

This example shows how quantile regression can be used to create prediction intervals.

Shows the effect of collinearity in the coefficients of an estimator.

This example compares non-nested and nested cross-validation strategies on a classifier of the iris data set. Nested cross-validation (CV) is often

Simple usage of various cross decomposition algorithms: - PLSCanonical - PLSRegression, with multivariate response, a.k.a. PLS2 - PLSRegression, with univariate

Example of LabelPropagation learning a complex internal structure to demonstrate ?manifold learning?. The outer circle should be labeled ?red

An example of estimating sources from noisy data.

An example to compare multi-output regression with random forest and the

An illustration of various linkage option for agglomerative clustering on a 2D embedding of the digits dataset. The goal