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

Calibration of a polynomial regression

Calibration of a polynomial regression
Machine learning algorithm selection example

Machine learning algorithm selection example

Machine learning algorithm selection example

Classification model

Below is a gallery of examples of classification models.

Classification API

Classification API

Classification API
K nearest neighbors classification

K nearest neighbors classification

K nearest neighbors classification
Random forest classification

Random forest classification

Random forest classification

Clustering model

Below is a gallery of examples of clustering models.

API

API

API
Gaussian Mixtures

Gaussian Mixtures

Gaussian Mixtures
K-means

K-means

K-means

Dimension reduction model

Below is a gallery of examples of dimension reduction models.

KL-SVD on Burgers equation

KL-SVD on Burgers equation

KL-SVD on Burgers equation
Mixture of experts with PCA on Burgers dataset

Mixture of experts with PCA on Burgers dataset

Mixture of experts with PCA on Burgers dataset
PCA on Burgers equation

PCA on Burgers equation

PCA on Burgers equation

Quality measure

Below is a gallery of examples about quality measures.

MSE example - test-train split

MSE example - test-train split

MSE example - test-train split
Quality measure for surrogate model comparison

Quality measure for surrogate model comparison

Quality measure for surrogate model comparison

Regression model

Below is a gallery of examples about regression models.

API

API

API
Advanced mixture of experts

Advanced mixture of experts

Advanced mixture of experts
GP regression

GP regression

GP regression
Linear regression

Linear regression

Linear regression
Mixture of experts

Mixture of experts

Mixture of experts
PCE regression

PCE regression

PCE regression
Polynomial regression

Polynomial regression

Polynomial regression
RBF regression

RBF regression

RBF regression
Random forest regression

Random forest regression

Random forest regression
Save and Load

Save and Load

Save and Load

TRANSFORMER - Transform data

Below is a gallery of transformer examples.

Scaler example

Scaler example

Scaler example
Transformer pipeline example

Transformer pipeline example

Transformer pipeline example

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