Use SelectFromModel meta-transformer along with Lasso to select the best couple of features from the Boston dataset.

Plot the classification probability for different classifiers. We use a 3 class dataset, and we classify it with a Support Vector classifier, L1 and L2 penalized

The dataset used in this example is a preprocessed excerpt of the ?Labeled Faces in the Wild?, aka

This example shows the use of forests of trees to evaluate the importance of the pixels in an image classification task (faces). The hotter

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

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

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

Sometimes looking at the learned coefficients of a neural network can provide insight into the learning behavior. For example if weights look unstructured

Plot the confidence ellipsoids of a mixture of two Gaussians obtained with Expectation Maximisation (GaussianMixture class) and Variational Inference

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