# Machine learning¶

Create models for clustering, classification, regression, …

## Calibration of an ML algorithm¶

Below is a gallery of examples of calibrations of ML algorithms.

Calibration of a polynomial regression

Machine learning algorithm selection example

## Classification model¶

Below is a gallery of examples of classification models.

K nearest neighbors classification

## Clustering model¶

Below is a gallery of examples of clustering models.

## Dimension reduction model¶

Below is a gallery of examples of dimension reduction models.

Mixture of experts with PCA on Burgers dataset

## Quality measure¶

Below is a gallery of examples about quality measures.

MSE example - test-train split

Quality measure for surrogate model comparison

## Regression model¶

Below is a gallery of examples about regression models.

## TRANSFORMER - Transform data¶

Below is a gallery of transformer examples.