# Gallery of examples

## General examples

Examples of tensor usage.

Basic tensor operations

## Practical applications of tensor methods

See how you can use TensorLy on practical applications and datasets.

Image compression via tensor decomposition

Image compression via tensor decomposition

Non-negative PARAFAC Decomposition of IL-2 Response Data

Non-negative PARAFAC Decomposition of IL-2 Response Data

COVID-19 Serology Dataset Analysis with CP

COVID-19 Serology Dataset Analysis with CP

## Tensor decomposition

Permuting CP factors

Using line search with PARAFAC

Using line search with PARAFAC

Constrained CP decomposition in Tensorly >=0.7

Constrained CP decomposition in Tensorly >=0.7

Non-negative Tucker decomposition

Non-negative Tucker decomposition

Non-negative CP decomposition in Tensorly >=0.6

Non-negative CP decomposition in Tensorly >=0.6

Demonstration of PARAFAC2

Speeding up PARAFAC2 with SVD compression

Speeding up PARAFAC2 with SVD compression

## Tensor regression with tensorly

CP tensor regression

Tucker tensor regression