├── .gitignore ├── 01_tensor_basics └── tensor_manipulation.ipynb ├── 02_tensor_decomposition ├── cp_decomposition.ipynb └── tucker_decomposition.ipynb ├── 03_tensor_regression └── Low_rank_tensor_regression.ipynb ├── 04_mxnet_backend ├── tensor_regression_layer_MXNet.ipynb └── tucker_decomposition_with_mxnet_and_tensorly.ipynb ├── 05_pytorch_backend ├── cnn_acceleration_tensorly_and_pytorch.ipynb ├── tensor_regression_layer_pytorch.ipynb └── tucker_decomposition_tensorly_and_pytorch.ipynb ├── 06_tensorflow_backend └── tensorflow_tucker.ipynb ├── 07_pydata_sparse_backend ├── sparse_missing_values.ipynb ├── sparse_nonnegative.ipynb ├── sparse_parafac.ipynb ├── sparse_symmetric_parafac.ipynb └── sparse_tucker.ipynb ├── README.rst ├── images ├── FC.png ├── TRL.png ├── cat.thumb ├── fibers.png ├── tensor_cartoon.jpg ├── tensor_contraction.png ├── triplets.png ├── tucker.pdf └── tucker.png └── resources └── imagenet_classes.json /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/.gitignore -------------------------------------------------------------------------------- /01_tensor_basics/tensor_manipulation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/01_tensor_basics/tensor_manipulation.ipynb -------------------------------------------------------------------------------- /02_tensor_decomposition/cp_decomposition.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/02_tensor_decomposition/cp_decomposition.ipynb -------------------------------------------------------------------------------- /02_tensor_decomposition/tucker_decomposition.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/02_tensor_decomposition/tucker_decomposition.ipynb -------------------------------------------------------------------------------- /03_tensor_regression/Low_rank_tensor_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/03_tensor_regression/Low_rank_tensor_regression.ipynb -------------------------------------------------------------------------------- /04_mxnet_backend/tensor_regression_layer_MXNet.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/04_mxnet_backend/tensor_regression_layer_MXNet.ipynb -------------------------------------------------------------------------------- /04_mxnet_backend/tucker_decomposition_with_mxnet_and_tensorly.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/04_mxnet_backend/tucker_decomposition_with_mxnet_and_tensorly.ipynb -------------------------------------------------------------------------------- /05_pytorch_backend/cnn_acceleration_tensorly_and_pytorch.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/05_pytorch_backend/cnn_acceleration_tensorly_and_pytorch.ipynb -------------------------------------------------------------------------------- /05_pytorch_backend/tensor_regression_layer_pytorch.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/05_pytorch_backend/tensor_regression_layer_pytorch.ipynb -------------------------------------------------------------------------------- /05_pytorch_backend/tucker_decomposition_tensorly_and_pytorch.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/05_pytorch_backend/tucker_decomposition_tensorly_and_pytorch.ipynb -------------------------------------------------------------------------------- /06_tensorflow_backend/tensorflow_tucker.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/06_tensorflow_backend/tensorflow_tucker.ipynb -------------------------------------------------------------------------------- /07_pydata_sparse_backend/sparse_missing_values.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/07_pydata_sparse_backend/sparse_missing_values.ipynb -------------------------------------------------------------------------------- /07_pydata_sparse_backend/sparse_nonnegative.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/07_pydata_sparse_backend/sparse_nonnegative.ipynb -------------------------------------------------------------------------------- /07_pydata_sparse_backend/sparse_parafac.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/07_pydata_sparse_backend/sparse_parafac.ipynb -------------------------------------------------------------------------------- /07_pydata_sparse_backend/sparse_symmetric_parafac.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/07_pydata_sparse_backend/sparse_symmetric_parafac.ipynb -------------------------------------------------------------------------------- /07_pydata_sparse_backend/sparse_tucker.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/07_pydata_sparse_backend/sparse_tucker.ipynb -------------------------------------------------------------------------------- /README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/README.rst -------------------------------------------------------------------------------- /images/FC.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/FC.png -------------------------------------------------------------------------------- /images/TRL.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/TRL.png -------------------------------------------------------------------------------- /images/cat.thumb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/cat.thumb -------------------------------------------------------------------------------- /images/fibers.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/fibers.png -------------------------------------------------------------------------------- /images/tensor_cartoon.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/tensor_cartoon.jpg -------------------------------------------------------------------------------- /images/tensor_contraction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/tensor_contraction.png -------------------------------------------------------------------------------- /images/triplets.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/triplets.png -------------------------------------------------------------------------------- /images/tucker.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/tucker.pdf -------------------------------------------------------------------------------- /images/tucker.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/images/tucker.png -------------------------------------------------------------------------------- /resources/imagenet_classes.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JeanKossaifi/tensorly-notebooks/HEAD/resources/imagenet_classes.json --------------------------------------------------------------------------------