54 skills found · Page 1 of 2
alphaville / Optimization EngineNonconvex embedded optimization: code generation for fast real-time optimization + ROS support
cvanaret / UnoWith Uno, finally take full control of your SQP/barrier solver for nonlinearly constrained optimization
UW-ACL / SCPToolbox.jlSequential Convex Programming Toolbox for nonconvex trajectory optimization.
VITA-Group / Open L2OOpen-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms
XuezheMax / ApolloApollo: An Adaptive Parameter-wise Diagonal Quasi-Newton Method for Nonconvex Stochastic Optimization
kul-optec / AlpaqaLibrary for nonconvex constrained optimization using the augmented Lagrangian method and the matrix-free PANOC algorithm.
afriesen / RdisC++ code for the RDIS algorithm from "Recursive Decomposition for Nonconvex Optimization." Friesen and Domingos, IJCAI 2015.
PerformanceEstimation / Performance Estimation ToolboxCode of the Performance Estimation Toolbox (PESTO) whose aim is to ease the access to the PEP methodology for performing worst-case analyses of first-order methods in convex and nonconvex optimization. The numerical worst-case analyses from PEP can be performed just by writting the algorithms just as you would implement them.
krishauser / SemiInfiniteOptimizationCode accompanying the paper "Semi-Infinite Programming for Trajectory Optimization with Nonconvex Obstacles" by K. Hauser
rflamary / Nonconvex OptimizationMatlab/Octave toolbox for nonconvex optimization
sun-umn / NCVXNCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning
cshjin / Awesome Nonconvex OptimizationA collection of papers and readings for non-convex optimization
zdenyhraz / ShenanigansSemi-random funky stuff, mainly for my PhD experiments and articles. Contains calculations and algorithm implementations for various applied mathematics and astrophysics articles I worked on.
Artelys / Knitro Modeling ExamplesNonlinear programming application examples solved with Artelys Knitro
tranlenam / SumRateMaxMISOdownlinkSimulation code for "Fast Converging Algorithm for Weighted Sum Rate Maximization in Multicell MISO Downlink" by Le-Nam Tran, Muhammad Fainan Hanif, Antti Tolli, Markku Juntti, IEEE Signal Processing Letters 19.12 (2012): 872-875
shifwang / Nonconvex ADMM DemosThis includes codes for Alternating Direction Method of Multipliers (ADMM) on several interesting applications, such as Lq basis pursuit, logistic regression, etc.. It serves as a start point for those who want to understand ADMM and examine its performance for nonconvex nonsmooth optimization.
ohinder / OnePhase.jlThis package is the implementation of a one-phase interior point method that finds KKT points of nonconvex optimization problems.
iFR-OFC / CasosCaΣoS is a nonlinear sum-of-squares optimization suite based on the symbolic framework of CasADi.
frankecurtis / NonOptNonOpt: Nonconvex, Nonsmooth Optimizer
SENATOROVAI / Gradient Descent Sgd Solver CourseStochastic Gradient Descent (SGD) is an optimization algorithm that updates model parameters iteratively using small, random subsets (batches) of data, rather than the entire dataset. It significantly speeds up training for large datasets, though it introduces noise that causes, in some cases, heavy fluctuations.deep learning/neural networks.solver
