tensor-decomposition

There are 11 repositories under tensor-decomposition topic.

tensorly
tensorly / tensorly
TensorLy: Tensor Learning in Python.
machine-learning tensor decomposition tensor-algebra tensorly tensor-learning python tensor-methods pytorch mxnet jax tensorflow cupy numpy tensor-decomposition tensor-factorization tensor-regression regression
Language:Python 1494
andrewssobral / lrslibrary
Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos
rpca matrix-factorization matrix-completion tensor-decomposition tensor matlab matrix subspace-tracking subspace-learning
Language:MATLAB 811
ITensor / ITensors.jl
A Julia library for efficient tensor computations and tensor network calculations
tensors tensor-decomposition tensor-networks dmrg matrix-product-states physics tensor-train peps
Language:Julia 483
ITensor / ITensor
A C++ library for efficient tensor network calculations
tensors physics chemistry tensor-decomposition
Language:C++ 361
rballester / tntorch
Tensor Network Learning with PyTorch
tensors pytorch learning tensor-networks tucker-decomposition tensor-train cp-decomposition tensor-decomposition data-science
Language:Python 275
hottbox / hottbox
HOTTBOX: Higher Order Tensors ToolBOX.
toolbox tensor-decomposition tensor-factorization tensor-algebra tensor-analysis data
Language:Python 170
lucaslie / torchprune
A research library for pytorch-based neural network pruning, compression, and more.
neural-networks filter-pruning weight-pruning coresets deep-learning generalization-ability pytorch machine-learning tensor-decomposition sparsification sparsity compression neural-architecture-search tinyml pruning pruning-algorithms
Language:Shell 160
juliagusak / model-compression-and-acceleration-progress
Repository to track the progress in model compression and acceleration
acceleration architecture-search compression knowledge-distillation low-rank neural-network pruning sparsification tensor-decomposition
102
huawei-noah / BHT-ARIMA
Code for paper: Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting (AAAI-20)
time-series arima-forecasting tensor-decomposition tensor-factorization
Language:Python 97
charleshm / deep-ctr
deep-learning factorization-machines tensor-decomposition
Language:Python 91
PGelss / scikit_tt
Tensor Train Toolbox
als data-driven dmrg dynamic-mode-decomposition dynamical-systems extended-dynamic-mode-decomposition mals mandy quantum-simulation scikit slim-decomposition tensor tensor-decomposition tensor-network tensor-train
Language:Python 91
tnbar / awesome-tensorial-neural-networks
A thoroughly investigated survey for tensorial neural networks.
artificial-intelligence deep-neural-networks machine-learning quamtum tensor-decomposition
83
tnbar / tednet
TedNet: A Pytorch Toolkit for Tensor Decomposition Networks
tensor-decomposition pytorch deep-neural-networks artificial-intelligence
Language:Python 81
musco-ai / musco-pytorch
MUSCO: MUlti-Stage COmpression of neural networks
pytorch network-compression tensor-decomposition tucker cp-decomposition truncated-svd vbmf low-rank deep-neural-networks network-acceleration model-compression model-acceleration
Language:Jupyter Notebook 73
ebigelow / tf-decompose
Tensor decomposition implemented in TensorFlow
cp-decomposition machine-learning machine-learning-algorithms tensor-decomposition tensor-factorization tensorflow
Language:Python 63
rballester / tthresh
C++ compressor for multidimensional grid data using the Tucker decomposition
compression hosvd tensor-compression tensor-decomposition tucker-decomposition
Language:C++ 46
AndreiChertkov / teneva
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
approximation-algorithms low-rank-approximation surrogate-modelling surrogate-models tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 37
andrewssobral / tensor_toolbox
MATLAB Tensor Toolbox (by Tamara Kolda)
tensors tensor-decomposition tensor-factorization matlab matlab-toolbox
Language:MATLAB 37
hottbox / hottbox-tutorials
:orange_book: HOTTBOX: Higher Order Tensors ToolBOX. Tutorials
tensor-decomposition tensor-factorization tensor-algebra tensor-analysis tutorials
Language:Jupyter Notebook 37
Einsums / Einsums
Provides compile-time contraction pattern analysis to determine optimal tensor operation to perform.
einsum cpp tensor dense-matrices linear-algebra matrix matrix-computations matrix-library cp-decomposition tensor-decomposition tucker-decomposition tensor-contraction scientific-computing tensors cpp20
Language:C++ 31
hiroyuki-kasai / OLSTEC
OnLine Low-rank Subspace tracking by TEnsor CP Decomposition in Matlab: Version 1.0.1
subspace-learning tensor-cp-decomposition tensor-decomposition matrix-factorization matrix-completion low-rank-factorization online-learning stochastic-gradient-descent gradient-descent-algorithm background-subtraction grasta grouse petrels cp-decomposition tensor large machine-learning machine-learning-algorithms sequential-data-analysis
Language:MATLAB 31
datamllab / pyten
Python Package for Tensor Completion Algorithms
tensor tensor-completion tensor-factorization tensor-decomposition
Language:Python 29
torchTT
ion-g-ion / torchTT
Tensor-Train decomposition in pytorch
tensor-train tensor-decomposition pytorch python3
Language:Python 29
AndreiChertkov / ttopt
Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization optimization-algorithm optimization-methods tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 27
andrewssobral / ostd
Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences
background-subtraction tensor-decomposition multispectral-video-sequences multispectral-images tensor matlab
Language:MATLAB 26
HUJI-Deep / Generative-ConvACs
Experiments from the article "Tensorial Mixture Models"
neural-network deep-learning generative-model research tensor tensor-decomposition article experiments caffe missing-data
Language:Python 25
anabatsh / PROTES
Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization tensor-decomposition tensor-train
Language:Python 23
rballester / ttrecipes
Metamodeling, sensitivity analysis and visualization using the tensor train format
anova sensitivity-analysis sobol-method tensor-approximation tensor-decomposition tensor-train visualization
Language:Python 23
andrewssobral / TDALAB
A MATLAB Toolbox for High-order Tensor Data Decompositions and Analysis
tensor-decomposition tensor-factorization multidimensional-arrays tensor-toolbox
Language:MATLAB 19
androstj / tensor_rnn
An implementation of various tensor-based decomposition for NN & RNN parameters
deep-learning recurrent-neural-networks tensor-decomposition tensor-factorization neural-network pytorch machine-learning cp-decomposition tucker
Language:Python 18
cailab-tamu / scTenifoldNet
A R/MATLAB package to construct and compare gene regulatory networks from single-cell transcriptomic data
manifold-alignment differential-regulation-analysis single-cell gene-regulatory-networks tensor-decomposition
Language:R 18
twinkle0331 / Xcompression
[ICLR 2022] Code for paper "Exploring Extreme Parameter Compression for Pre-trained Language Models"(https://arxiv.org/abs/2205.10036)
bert low-rank-approximation model-compression tensor-decomposition
Language:Python 18
luffycodes / neptune
Code for NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion
knowledge-graph link-prediction machine-learning tensor-decomposition knowledge-graph-embeddings knowledge-graph-completion tucker-decomposition
Language:Python 16
ma-compbio / Fast-Higashi
single-cell Hi-C, scHi-C, Hi-C, 3D genome, nuclear organization, tensor decomposition
3d-genome machine-learning single-cell tensor-decomposition
Language:Jupyter Notebook 16
steverab / tensor-gmm
Implementation of learning a Gaussian mixture model using tensor decomposition.
tensors gaussian-mixture-models power-method method-of-moments tensor-decomposition machine-learning
Language:Jupyter Notebook 16
dargilboa / mdma
PyTorch implementation of the Marginalizable Density Model Approximator
density-estimation tensor-decomposition sampling-methods
Language:Python 14