Gallery of examples

General examples

Examples of tensor usage.

Basic tensor operations

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

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

Speeding up PARAFAC2 with SVD compression

Speeding up PARAFAC2 with SVD compression

Demonstration of PARAFAC2

Demonstration of PARAFAC2

Tensor regression with tensorly

CP tensor regression

CP tensor regression

Tucker tensor regression

Tucker tensor regression

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