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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 skills...
matrix
python
jupyter
null-space
eigenvalues
mathematics
data-science
eigenvectors
gram-schmidt
vector-space
data-analysis
linear-algebra
diagonalization
data-visualization
symmetric-matrices
matrix-calculations
computational-science
linear-transformations
singular-value-decomposition
multivariate-normal-distribution
Created
2020-06-01
203 commits to master branch, last one 7 months ago
Selected Machine Learning algorithms for natural language processing and semantic analysis in Golang
Created
2017-03-15
145 commits to master branch, last one 3 years ago
Python machine learning applications in image processing, recommender system, matrix completion, netflix problem and algorithm implementations including Co-clustering, Funk SVD, SVD++, Non-negative Ma...
dbscan
naive-bayes
em-algorithm
newton-method
factor-analysis
lasso-regression
ridge-regression
k-nearest-neighbors
batch-gradient-descent
low-rank-approximation
support-vector-machine
multinomial-naive-bayes
expectation-maximization
latent-semantic-analysis
stochastic-gradient-descent
linear-discriminant-analysis
singular-value-decomposition
independent-component-analysis
sequential-minimal-optimization
expectation-maximization-algorithm
Created
2018-04-05
345 commits to master branch, last one 2 years ago
This repository explores the variety of techniques and algorithms commonly used in machine learning and the implementation in MATLAB and PYTHON.
data-science
random-forest
tutor-milaan9
decision-trees
error-functions
machine-learning
fitting-algorithm
matlab4datascience
python4datascience
frequentist-methods
dynamic-time-warping
gaussian-naive-bayes
naive-bayes-classifier
machine-learning-matlab
machine-learning-python
value-iteration-algorithm
machine-learning-algorithms
singular-value-decomposition
Created
2020-09-09
93 commits to master branch, last one 2 years ago
PReconditioned Iterative MultiMethod Eigensolver for solving symmetric/Hermitian eigenvalue problems and singular value problems
Created
2015-06-16
1,107 commits to master branch, last one 5 months ago
Fast truncated singular value decompositions
Created
2015-08-01
305 commits to master branch, last one 2 years ago
Julia code for the book Numerical Linear Algebra
Created
2016-08-01
114 commits to master branch, last one 2 years ago
Randomized Dimension Reduction Library
Created
2017-05-18
183 commits to master branch, last one 3 years ago
Digital Image Watermarking Method Based on Hybrid DWT-HD-SVD Technique: Attacks, PSNR, SSIM, NC
Created
2020-04-16
35 commits to master branch, last one about a year ago
Randomized Matrix Decompositions using R
Created
2015-11-08
104 commits to master branch, last one 3 years ago
Official Code for "EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting (ICCV 2023)"
Created
2022-11-26
8 commits to main branch, last one about a year ago
A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).
Created
2019-05-06
71 commits to master branch, last one 2 years ago
😎 A curated list of tensor decomposition resources for model compression.
Created
2023-04-29
166 commits to main branch, last one 3 days ago
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 an...
go
bfgs
rprop
golang
statistics
determinant
eigenvalues
gauss-jordan
gram-schmidt
qr-algorithm
linear-algebra
newton-raphson
special-functions
statistical-models
hessenberg-reduction
cholesky-decomposition
linear-algebra-library
numerical-optimization
automatic-differentiation
singular-value-decomposition
Created
2016-04-18
754 commits to master branch, last one 3 years ago
This repository contains lecture notes and codes for the course "Computational Methods for Data Science"
Created
2021-03-18
12 commits to main branch, last one 4 years ago
An introduction to matrix factorization and PCA and SVD.
Created
2020-07-15
85 commits to master branch, last one about a year ago
A course on Linear Algebra using Python in Jupyter notebooks
Created
2022-07-06
74 commits to main branch, last one about a year ago