This is an example showing how scikit-learn can be used to classify documents by topics using a bag-of-words approach. This example uses

This illustrates the datasets.make_multilabel_classification dataset generator. Each sample consists of counts of two features (up to

Show below is a logistic-regression classifiers decision boundaries on the

This example illustrates the prior and posterior of a GPR with different kernels. Mean, standard deviation, and 10

A two-dimensional classification example showing iso-probability lines for the predicted probabilities.

We want to compare the performance of the MiniBatchKMeans and KMeans: the MiniBatchKMeans is faster, but gives slightly different

Demonstrate Gradient Boosting on the Boston housing dataset. This example fits a Gradient Boosting model with least squares loss and 500 regression trees

A tutorial exercise which uses cross-validation with linear models. This exercise is used in the

We show that linear_model.Lasso provides the same results for dense and sparse data and that in the case of sparse data the speed is improved.

Compare randomized search and grid search for optimizing hyperparameters of a random forest. All parameters that influence