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weijie-chen /Linear-Algebra-With-Python

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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 assis…

python data-science jupyter matrix linear-algebra mathematics data-visualization data-analysis eigenvectors computational-science vector-space matrix-calculations eigenvalues singular-value-decomposition diagonalization gram-schmidt linear-transformations null-space symmetric-matrices multivariate-normal-distribution

UpdatedSep 5, 2024
Jupyter Notebook

cpmech /gosl

Star1.8k

Linear algebra, eigenvalues, FFT, Bessel, elliptic, orthogonal polys, geometry, NURBS, numerical quadrature, 3D transfinite interpolation, random numbers, Mersenne twister, probability distributions, optimisation, differential equations.

optimization linear-algebra sparse-systems linear-programming scientific-computing fast-fourier-transform computational-geometry differential-equations eigenvectors mersenne-twister eigenvalues parallel-computations

UpdatedFeb 18, 2025
Go

Reference-LAPACK /lapack

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LAPACK development repository

linear-algebra matrix-factorization blas singular-values eigenvectors linear-equations lapack svd eigenvalues lapacke

UpdatedMar 7, 2025
Fortran

vlang /vsl

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V library to develop Artificial Intelligence and High-Performance Scientific Computations

optimization opencl linear-algebra sparse-systems scientific-computing computational-geometry differential-equations eigenvectors v hacktoberfest eigenvalues parallel-computations openblas

UpdatedMar 22, 2025
V

cpmech /russell

Star138

Rust Scientific Libary. ODE and DAE (Runge-Kutta) solvers. Special functions (Bessel, Elliptic, Beta, Gamma, Erf). Linear algebra. Sparse solvers (MUMPS, UMFPACK). Probability distributions. Tensor calculus.

rust interpolation linear-algebra mathematics special-functions scientific-computing quadrature differential-equations eigenvectors sparse-matrix numerical-integration eigenvalues quadrature-integration spectral-methods bessel-function numerical-derivatives gamma-function

UpdatedMar 25, 2025
Rust

hosseinmoein /Tiger

Sponsor

Star119

C++ Matrix -- High performance and accurate (e.g. edge cases) matrix math library with expression template arithmetic operators

data-science cpp matrix metaprogramming matrix-factorization statistical-analysis eigenvectors matrix-calculations eigenvalues numerical-analysis lu-decomposition qr-decomposition matrix-decompositions financial-engineering tridiagonal matrix-math-library determinant-calculation hessenberg-reduction single-value-decomposition schur-decomposition

UpdatedApr 5, 2024
C++

JuliaLinearAlgebra /ArnoldiMethod.jl

Star106

The Arnoldi Method with Krylov-Schur restart, natively in Julia.

julia linear-algebra eigenvectors eigenvalues

UpdatedMay 6, 2024
Julia

ritchieng /eigenvectors-from-eigenvalues

Star99

PyTorch implementation comparison of old and new method of determining eigenvectors from eigenvalues.

pytorch colab eigenvectors eigenvalues determining-eigenvectors

UpdatedNov 3, 2021
Jupyter Notebook

shantanu1109 /Coursera-Imperial-College-of-London-Mathematics-For-Machine-Learning-Specialization

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This Repository contains Solutions to the Quizes & Lab Assignments of the Mathematics for Machine Learning Specialization offered by Imperial College of London on Coursera taught by David Dye, Samuel J. Cooper, A. Freddie Page, Marc Peter Deisenroth

linear-regression linear-algebra pagerank-algorithm neural-networks eigenvectors lagrange jacobian hessian backpropagation eigenvalues transformation-matrix newton-raphson taylor-series gram-schmidt sandpit multivariate-calculus