Julia code for the book Numerical Linear Algebra

Linear Algebra Fundamentals for Machine Learning

Differentiable matrix factorizations using ImplicitDifferentiation.jl.

ECCV22 Paper "Batch-efficient EigenDecomposition for Small and Medium Matrices"

This repository contains the implementations of the MUSIC and ESPRIT algorithms, which can be used for super-resolution spectral analysis.

ECCV22 "Improving Covariance Conditioning of the SVD Meta-layer by Orthogonality" and T-PAMI extension

Statistical Shape Model using PCA on standard 2D hand dataset

Official code repository for "Distribution-Independent Confidence Intervals for the Eigendecomposition of Covariance Matrices via the Eigenvalue-Eigenvector Identity" (ICML 2021 Workshop on Distribution-Free Uncertainty Quantification).

A Step-by-step tutorial to implement PCA.

Jupyter notebooks with notes, code, and exercises from Linear Algebra: Theory, Intuition, Code by Mike X Cohen (2021).

practical linear algebra for data science (with python)

Application of PCA in facial recognition

A matlab tool that analytically calculates the transient Electromigration (EM) stress at discrete spatial points in multi-segment lines of power grids.

Implementation of a Speaker Recognition Algorithm using MFCC, FFT, and Eigendecomposition from voice samples

This repository is being used as the final project of the course MTH234: Linear Algebra, with having Asst.Prof. Songpon Sriwongsa

Mini-course for Elizabeth Liu