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Gallery of examples

Contents

  • General examples

  • Practical applications of tensor methods

  • Tensor decomposition

  • Tensor regression with tensorly

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

COVID-19 Serology Dataset Analysis with CP

COVID-19 Serology Dataset Analysis with CP

Tensor decomposition

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 in Tensorly >=0.6

Non-negative Tucker decomposition in Tensorly >=0.6

Non-negative CP decomposition in Tensorly >=0.6

Non-negative CP decomposition in Tensorly >=0.6

Demonstration of PARAFAC2

Demonstration of PARAFAC2

Tensor regression with tensorly

CP tensor regression

CP tensor regression

Tucker tensor regression

Tucker tensor regression

Download all examples in Python source code: auto_examples_python.zip

Download all examples in Jupyter notebooks: auto_examples_jupyter.zip

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tensorly.contrib.decomposition.tensor_train_cross Basic tensor operations
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  • Gallery of examples
    • General examples
    • Practical applications of tensor methods
    • Tensor decomposition
    • Tensor regression with tensorly