stephenbeckr
Students: @jeffeverett @jamesfolberth @OsmanMalik @rborder @EricKightley @MarcThomson @rclancyc @liammadden @kernelmethod @tholdem @akshayseshadri @Jacob-Tie
University of ColoradoUnited States
Pinned Repositories
TFOCS
A MATLAB toolbox for building first-order solvers for convex models.
AIMS
AIMS South Africa Short Course on Optimization
convex-optimization-class
APPM 5630 at CU Boulder
fastRPCA
Matlab code for all variants of robust PCA and SPCP
L-BFGS-B-C
L-BFGS-B, converted from Fortran to C, with Matlab wrapper
ML-theory-class
Theoretical Machine Learning (APPM 4490) class, Spring 2022
numerical-analysis-class
Undergraduate numerical analysis, first semester, APPM 4650. University of Colorado Boulder
SparsifiedKMeans
KMeans for big data using preconditioning and sparsification, Matlab implementation. Aka k-means
SSC
Sparse Subspace Clustering (for linear and affine spaces)
zeroSR1
Proximal gradient algorithm for convex optimization, using a diagonal +/- rank-1 norm
stephenbeckr's Repositories
stephenbeckr/fastRPCA
Matlab code for all variants of robust PCA and SPCP
stephenbeckr/L-BFGS-B-C
L-BFGS-B, converted from Fortran to C, with Matlab wrapper
stephenbeckr/SparsifiedKMeans
KMeans for big data using preconditioning and sparsification, Matlab implementation. Aka k-means
stephenbeckr/convex-optimization-class
APPM 5630 at CU Boulder
stephenbeckr/ML-theory-class
Theoretical Machine Learning (APPM 4490) class, Spring 2022
stephenbeckr/zeroSR1
Proximal gradient algorithm for convex optimization, using a diagonal +/- rank-1 norm
stephenbeckr/SSC
Sparse Subspace Clustering (for linear and affine spaces)
stephenbeckr/AIMS
AIMS South Africa Short Course on Optimization
stephenbeckr/numerical-analysis-class
Undergraduate numerical analysis, first semester, APPM 4650. University of Colorado Boulder
stephenbeckr/randomized-algorithm-class
Randomized algorithm class at CU
stephenbeckr/time-series-class
MATH/STAT 4540/5540 Introduction to Time Series, spring 2022
stephenbeckr/exactLASSOlinesearch
Matlab code for an exact linesearch for LASSO problems
stephenbeckr/CambridgeOptimisationCourse
2 week short-course taught for Cambridge CCIMI June 2018
stephenbeckr/SVT
Singular Value Thresholding (legacy code)
stephenbeckr/stephenbeckr.github.io
stephenbeckr/time-varying
Code for time-varying optimization
stephenbeckr/PyTorch-QuadConv-forked
Quadrature-based convolutions for deep learning on unstructured and non-uniform mesh data.
stephenbeckr/tucker-tensorsketch
Code for our NeurIPS 2018 paper titled "Low-Rank Tucker Decomposition of Large Tensors Using TensorSketch"