singular-value-decomposition | Topic

Topic: "singular-value-decomposition"

weijie-chen/Linear-Algebra-With-Python

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.

Language: Jupyter Notebook - Size: 19.6 MB - Last synced at: 11 days ago - Pushed at: 9 months ago - Stars: 2,428 - Forks: 589

james-bowman/nlp

Selected Machine Learning algorithms for natural language processing and semantic analysis in Golang

Language: Go - Size: 396 KB - Last synced at: 10 months ago - Pushed at: about 4 years ago - Stars: 445 - Forks: 45

jayshah19949596/Machine-Learning-Models

Decision Trees, Random Forest, Dynamic Time Warping, Naive Bayes, KNN, Linear Regression, Logistic Regression, Mixture Of Gaussian, Neural Network, PCA, SVD, Gaussian Naive Bayes, Fitting Data to Gaussian, K-Means

Language: Matlab - Size: 4.88 MB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 291 - Forks: 143

je-suis-tm/machine-learning

Python machine learning applications in image processing, recommender system, matrix completion, netflix problem and algorithm implementations including Co-clustering, Funk SVD, SVD++, Non-negative Matrix Factorization, Koren Neighborhood Model, Koren Integrated Model, Dawid-Skene, Platt-Burges, Expectation Maximization, Factor Analysis, ISTA, FISTA, ADMM, Gaussian Mixture Model, OPTICS, DBSCAN, Random Forest, Decision Tree, Support Vector Machine, Independent Component Analysis, Latent Semantic Indexing, Principal Component Analysis, Singular Value Decomposition, K Nearest Neighbors, K Means, Naïve Bayes Mixture Model, Gaussian Discriminant Analysis, Newton Method, Coordinate Descent, Gradient Descent, Elastic Net Regression, Ridge Regression, Lasso Regression, Least Squares, Logistic Regression, Linear Regression

Language: Jupyter Notebook - Size: 7.84 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 234 - Forks: 51

milaan9/Machine_Learning_Algorithms_from_Scratch

This repository explores the variety of techniques and algorithms commonly used in machine learning and the implementation in MATLAB and PYTHON.

Language: Jupyter Notebook - Size: 5.07 MB - Last synced at: 20 days ago - Pushed at: over 2 years ago - Stars: 189 - Forks: 179

primme/primme

PReconditioned Iterative MultiMethod Eigensolver for solving symmetric/Hermitian eigenvalue problems and singular value problems

Language: C - Size: 46.9 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 133 - Forks: 40

bwlewis/irlba

Fast truncated singular value decompositions

Language: R - Size: 2.63 MB - Last synced at: 16 days ago - Pushed at: over 1 year ago - Stars: 129 - Forks: 17

erichson/ristretto

Randomized Dimension Reduction Library

Language: Jupyter Notebook - Size: 11.8 MB - Last synced at: 24 days ago - Pushed at: about 4 years ago - Stars: 115 - Forks: 26

erichson/rSVD

Randomized Matrix Decompositions using R

Language: R - Size: 27.5 MB - Last synced at: 4 days ago - Pushed at: about 4 years ago - Stars: 99 - Forks: 24

InhwanBae/EigenTrajectory

Official Code for "EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting (ICCV 2023)"

Language: Python - Size: 4.92 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 98 - Forks: 8

EricDarve/numerical_linear_algebra

Julia code for the book Numerical Linear Algebra

Language: Jupyter Notebook - Size: 23.9 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 92 - Forks: 37

LaxmiChaudhary/Amzon-Product-Recommendation

Building Recommendation Model for the electronics products of Amazon

Language: Jupyter Notebook - Size: 53.7 KB - Last synced at: 9 months ago - Pushed at: over 5 years ago - Stars: 91 - Forks: 67

Saeid-jhn/Digital-Image-Watermarking

Digital Image Watermarking Method Based on Hybrid DWT-HD-SVD Technique: Attacks, PSNR, SSIM, NC

Language: MATLAB - Size: 1020 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 84 - Forks: 25

pvti/Awesome-Tensor-Decomposition

😎 A curated list of tensor decomposition resources for model compression.

Size: 362 KB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 65 - Forks: 7

benedekrozemberczki/GraRep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

Language: Python - Size: 6.88 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 64 - Forks: 25

pbenner/autodiff

Autodiff is a numerical library for the Go programming language that supports automatic differentiation. It implements routines for linear algebra (vector/matrix operations), numerical optimization and statistics

Language: Go - Size: 7.86 MB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 55 - Forks: 4

timjb/svd-image-compression-demo

Demonstration of low rank matrix approximations via singular value decomposition

Language: TypeScript - Size: 11.2 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 50 - Forks: 7

takuti/Recommendation.jl

Building recommender systems in Julia

Language: TeX - Size: 3.12 MB - Last synced at: 25 days ago - Pushed at: over 1 year ago - Stars: 49 - Forks: 10

nikitaa30/Recommender-Systems

Implementing Content based and Collaborative filtering(with KNN, Matrix Factorization and Neural Networks) in Python

Language: Jupyter Notebook - Size: 204 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 47 - Forks: 34

jbramburger/Data-Science-Methods

This repository contains lecture notes and codes for the course "Computational Methods for Data Science"

Language: MATLAB - Size: 21.2 MB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 39 - Forks: 9

aedin/PCAworkshop

An introduction to matrix factorization and PCA and SVD.

Language: TeX - Size: 9.26 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 12

baggepinnen/TotalLeastSquares.jl

Solve many kinds of least-squares and matrix-recovery problems

Language: Julia - Size: 106 KB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 33 - Forks: 4

garth-wells/notebooks-3M1

Jupyter notebooks (Python) for the course 3M1 at the Department of Engineering, University of Cambridge

Language: Jupyter Notebook - Size: 142 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 27 - Forks: 34

chrischoy/gesvd

Pytorch extension for Singular Value Decompostion (SVD) with LAPACK gesvd backend

Language: C++ - Size: 9.77 KB - Last synced at: about 2 months ago - Pushed at: about 5 years ago - Stars: 27 - Forks: 3

nanxstats/imgsvd

Shiny App for Image Compression via SVD

Language: R - Size: 271 KB - Last synced at: 6 days ago - Pushed at: over 4 years ago - Stars: 24 - Forks: 41

jchristopherson/linalg

A linear algebra library that provides a user-friendly interface to several BLAS and LAPACK routines.

Language: Fortran - Size: 11.1 MB - Last synced at: 5 days ago - Pushed at: 5 months ago - Stars: 23 - Forks: 2

mheriyanto/MH1DMT

:earth_asia: MH1DMT is inversion software using LM (Levenberg-Marquardt), SVD (Singular Value Decomposition), SA (Simulated Annealing), VFSA (Very Fast Simulated Annealing), and MVFSA (Modified Very Fast Simulated Annealing) of one-dimension magnetotellurics (MT) in MATLAB

Language: MATLAB - Size: 648 KB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 21 - Forks: 5

RoyiAvital/Projects

Various Small Projects on Various Subjects

Language: MATLAB - Size: 29.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 20 - Forks: 10

mheriyanto/MH1DDC

:earth_asia: MH1DDC is inversion software using Levenberg-Marquardt (LM) and Singular Value Decomposition (SVD) of one-dimension DC resistivity in MATLAB.

Language: MATLAB - Size: 1.09 MB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 20 - Forks: 3

HegdeChaitra/Yelp-Recommendation-System

Recommend Restaurants to User based on the ratings given by them to the restaurants

Language: Jupyter Notebook - Size: 2.23 MB - Last synced at: 11 months ago - Pushed at: about 7 years ago - Stars: 19 - Forks: 7

nikita9604/Movie-Recommendation-Website

Movie Recommendation System created using Collaborative Filtering (Website) and Content based Filtering (Jupyter Notebook)

Language: Jupyter Notebook - Size: 2.16 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 18 - Forks: 9

DataSlingers/MoMA

MoMA: Modern Multivariate Analysis in R

Language: R - Size: 940 KB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 18 - Forks: 3

arneish/parallel-PCA-openmp

A parallelized implementation of Principal Component Analysis (PCA) using Singular Value Decomposition (SVD) in OpenMP for C. The procedure used is Modified Gram Schmidt algorithm. The method for Classical Gram Schmidt is also available for use.

Language: C - Size: 27.5 MB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 16 - Forks: 3

nicolasfguillaume/Recommender-Systems-Making-Movies-Recommendation

Making movies recommendation using a Collaborative Filtering Algorithm on the famous MovieLens dataset.

Language: Jupyter Notebook - Size: 229 KB - Last synced at: over 2 years ago - Pushed at: almost 9 years ago - Stars: 15 - Forks: 6

kamranisg/CV2-Multiple-View-Geometry

Computer Vision course at Technical University of Munich

Language: MATLAB - Size: 4.46 MB - Last synced at: 8 months ago - Pushed at: almost 5 years ago - Stars: 14 - Forks: 3

jbrown1618/vector

A linear algebra library for TypeScript and JavaScript

Language: TypeScript - Size: 2.67 MB - Last synced at: 20 days ago - Pushed at: 12 months ago - Stars: 13 - Forks: 1

tjof2/pgure-svt

Singular value thresholding for denoising time-resolved microscopy

Language: C++ - Size: 7.59 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 11 - Forks: 4

mathildejutras/mtm-svd-python

This repository contains scripts to apply the MTM-SVD analysis method to climate data and model outputs. It is a direct adaptation of the Matlab script developed by M. Correa-Ramirez.

Language: Python - Size: 141 KB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 11 - Forks: 3

flag4j/Flag4j

Fast linear algebra for Java

Language: Java - Size: 102 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 10 - Forks: 0

silverSapphire/Eigen-Malloc-Free-Pseudoinverse

This extended Eigen C++ template library and wrapper provide a malloc-free Moore-Penrose pseudoinverse solver.

Language: C++ - Size: 933 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 10 - Forks: 2

aparek/mcsleep

Multichannel Sleep Spindle Detector for sleep EEG

Language: MATLAB - Size: 3.33 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 10 - Forks: 4

machineCYC/LA2018FALL

Hung-Yi Lee Linear Algebra 2018 Fall Homework

Language: Python - Size: 17.7 MB - Last synced at: 7 days ago - Pushed at: about 6 years ago - Stars: 10 - Forks: 5

venovako/GPUJACHx

The Jacobi-type (hyperbolic) SVD for CUDA.

Language: Cuda - Size: 35.8 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 9 - Forks: 2

alexanderepstein/Image-Compression

Utilizing MATLAB to show how SVD can be used to compress colored images

Language: Matlab - Size: 3.28 MB - Last synced at: 2 months ago - Pushed at: about 8 years ago - Stars: 9 - Forks: 7

LTLA/BiocSingular

Clone of the Bioconductor repository for the BiocSingular package.

Language: R - Size: 258 KB - Last synced at: 30 days ago - Pushed at: 9 months ago - Stars: 8 - Forks: 3

dragonfly-ai/matrix

A cross compiled Scala.js port of JAMA for JVM, JavaScript, and Scala Native projects.

Language: Scala - Size: 1.07 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 0

zlliang/jacobi-svd 📦

Numerical experiments on Jacobi SVD algorithm

Language: Matlab - Size: 670 KB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 8 - Forks: 4

sliming-ai/sliming-ai.github.io

🧠 Singular values-driven automated filter pruning

Language: JavaScript - Size: 385 MB - Last synced at: about 7 hours ago - Pushed at: about 7 hours ago - Stars: 7 - Forks: 3

MonitSharma/Numerical-Linear-Algebra

A course on Linear Algebra using Python in Jupyter notebooks

Language: Jupyter Notebook - Size: 12.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

DigitalBiomarkerDiscoveryPipeline/Data-Compression-Toolbox Fork of aascode/Data-Compression-Toolbox

The Wearables Data Compression Toolbox is designed to share data compression algorithms that have been evaluated on wearables data.

Language: Jupyter Notebook - Size: 252 MB - Last synced at: 4 days ago - Pushed at: almost 4 years ago - Stars: 7 - Forks: 0

zeryabmoussaoui/SVD-Golub-Kahan

Singular Value computation using Golub-Kahan method

Language: MATLAB - Size: 2.31 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 7 - Forks: 1

varunagarwal97/Deep-Network-Compression

Compressing Deep Neural Network using Singular Value Decomposition

Language: Jupyter Notebook - Size: 69.3 KB - Last synced at: 2 months ago - Pushed at: about 6 years ago - Stars: 7 - Forks: 0

matzewolf/Image_compression_SVD

Image Compression using Singular Value Decomposition (SVD) in MATLAB.

Language: Matlab - Size: 2.63 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 7 - Forks: 0

petermchale/math9

Introductory Python course for math students

Language: Jupyter Notebook - Size: 17.9 MB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 6 - Forks: 10

RP-72/Latent-Semantic-Indexing-from-scratch

Information retrieval and text mining using SVD in LSI. SVD has been implemented completely from scratch.

Language: Python - Size: 2.11 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 1

KananVyas/FaceRecognitionSVD

Face recognition using singular value decomposition.

Language: Python - Size: 252 KB - Last synced at: over 2 years ago - Pushed at: almost 7 years ago - Stars: 5 - Forks: 1

danielorf/Transform3DBestFit

Transform3D class used to calculate best fit 3D transform between two sets of cartesian (X,Y,Z) points

Language: C# - Size: 6.43 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 5 - Forks: 2

geeky-bit/Recommendation_systems-using-SVD-KNN-etc

Building Recommendation systems using Singular Value Decomposition (SVD), knn Algorithm, Collaborative filtering, etc

Language: Python - Size: 2.81 MB - Last synced at: over 2 years ago - Pushed at: over 7 years ago - Stars: 5 - Forks: 2

friendly/genridge

Generalized Ridge Trace Plots for Ridge Regression

Language: HTML - Size: 18.2 MB - Last synced at: 6 days ago - Pushed at: 6 months ago - Stars: 4 - Forks: 1

JoshWeiner/ml-impute

A package for synthetic data generation for imputation using single and multiple imputation methods.

Language: Python - Size: 58.6 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

rochitasundar/Collaborative-Filtering-Book-Recommendation-System

This project aims to build & optimise a book recommendation system based on collaborative filtering and will tackle an example of both memory based & model based approach (using KNNWithMeans & Singular Value Decomposition)

Language: Jupyter Notebook - Size: 31.7 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 1

MatteoOrlandini/Embedded-Systems-Exam

Implementation of One Sided Jacobi SVD using CUDA on Jetson TK1 embedded GPU

Language: Cuda - Size: 80.2 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 4 - Forks: 2

Harkirat94/svd-based-image-compression

Python code to calculate singular value decomposition of a colored image and reconstruct it using fewer dimensions.

Language: Python - Size: 49.9 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 4 - Forks: 2

ADSCIAN/ssalib

Singular Spectrum Analysis Library (SSALib)

Language: Jupyter Notebook - Size: 10.5 MB - Last synced at: 9 days ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 0

sinshu/matflat

A subset of BLAS and LAPACK routines implemented in pure C#

Language: C# - Size: 522 KB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

venovako/VecKog

The vectorized (AVX-512) batched singular value decomposition algorithm for matrices of order two.

Language: C - Size: 115 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 3 - Forks: 0

bchaoss/incremental-SVD

An improved incremental singular value decomposition(SVD) algorithm

Language: MATLAB - Size: 16.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

gallettilance/Tweet-Monitor

Analysis of real time collected tweets 📈

Language: Jupyter Notebook - Size: 1.13 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 1

rishi1999/random-projections

Summer@ICERM 2020 - Random Projections

Language: Jupyter Notebook - Size: 114 MB - Last synced at: 6 months ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 0

rndev2017/ImageCompression

Implementing Singular Value Decomposition for image compression. Part of my unique University of Michigan Math 214 Final Project which explored the application of linear algebra in the real world.

Language: Python - Size: 32.1 MB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

radinshayanfar/AUT_ALA

My solutions to AUT Applied Linear Algebra course programming assignments

Language: Jupyter Notebook - Size: 27.3 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0

ankitbit/Multivariate_Analysis

This repository contains materials associated to the course "Multivariate Analysis" taught at the Faculty of Mathematics and Statistics (FME), UPC under the MESIO-UPC-UB Interuniversity Program under the instructors "Ferran Revertar", "Miguel Salicru" and "Jan Graffelman"

Language: HTML - Size: 5.37 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 3

dim02/svdUnfold

Singular value decomposition data unfolding

Language: Jupyter Notebook - Size: 1.04 MB - Last synced at: 20 days ago - Pushed at: about 5 years ago - Stars: 3 - Forks: 0

awcasella/ICA-on-Mixed-Images

Usage of Independent Component Analysis (ICA) to separate two mixed images, based on Nathan Kutz lecture.

Language: Jupyter Notebook - Size: 2.67 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 0

PierreSp/LowRankTensorApproximation

High Order SVD and ACA Homework from Low Rank approximation lecture

Language: Python - Size: 1.14 MB - Last synced at: 7 days ago - Pushed at: over 6 years ago - Stars: 3 - Forks: 1

garciparedes/singular-value-decomposition-exercises-by-hand

Singular Value Decomposition done step by step

Language: TeX - Size: 477 KB - Last synced at: 3 months ago - Pushed at: about 7 years ago - Stars: 3 - Forks: 0

waynemystir/svd

Language: TeX - Size: 1.97 MB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 3 - Forks: 0

jkoganem/Teaching-Advanced-Linear-Algebra-21366

Repository for 21-366 Topics in Applied Mathematics: Linear Algebra with Applications

Language: Jupyter Notebook - Size: 74.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 1

CSFelix/nlp-2.1-matrix-decomposition

💬 Algorithms to Decompose Matrices

Language: Jupyter Notebook - Size: 1.47 MB - Last synced at: 3 days ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

fiomfd/Julia.Pluto

Here are some notebooks for Pluto.jl.

Language: Julia - Size: 1.45 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

RezaSaadatyar/Machine-Learning-in-Python

This repository contains functions/codes related to different methods of machine learning for classification and clustering in python.

Language: Jupyter Notebook - Size: 8.01 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

arashsm79/applied-linear-algebra-lab

Collection of step-by-step programming exercises to introduce students to the applications of linear algebra.

Language: Jupyter Notebook - Size: 36.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 1

yoshoku/numo-linalg-randsvd

Numo::Linalg.randsvd is a module function on Numo::Linalg for truncated singular value decomposition with randomized algorithm.

Language: Ruby - Size: 85.9 KB - Last synced at: 18 days ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

asifhaider/Machine-Learning-4-2

Machine Learning Course Assignments from Scratch (Exploratory Data Analysis, Logistic Regression, Adaboost, Feed Forward Neural Network, EM Algorithm, Gaussian Mixture Models, Singular Value Decomposition, Image Reconstruction, Principal Component Analysis)

Language: Jupyter Notebook - Size: 6.59 MB - Last synced at: 2 months ago - Pushed at: 11 months ago - Stars: 2 - Forks: 0