Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear)

optimization julia linear-programming modeling-language mathematical-modelling semidefinite-programming nonlinear-programming mixed-integer-programming conic-programs mathematical-programming

• Updated Nov 10, 2026
• Julia

Linear optimization software

high-performance simplex parallel quadratic-programming interior-point-method mixed-integer-programming linear-optimization

• Updated Nov 12, 2026
• C++

Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.

optimization julia automatic-differentiation global-optimization hacktoberfest nonlinear-optimization convex-optimization algorithmic-differentiation mixed-integer-programming scientific-machine-learning derivative-free-optimization sciml local-optimization

• Updated Nov 12, 2026
• Julia

Pure Java LP, QP and MIP solvers plus fast linear algebra. Zero dependencies, MIT licensed. Mathematical optimization and linear algebra for the JVM.

java math optimization linear-algebra linear-programming matrix-multiplication milp linear-algebra-library operations-research solvers quadratic-programming convex-optimization sparse-matrix-library mixed-integer-programming pure-java mathematical-programming lp-solver mathematical-optimization least-squares-optimization

• Updated Nov 11, 2026
• Java

NVIDIA cuOpt examples for decision optimization

gpu optimization linear-programming vehicle-routing-problem operations-research optimization-algorithms combinatorial-optimization mixed-integer-programming route-optimization traveling-salesman-problem

• Updated Oct 28, 2026
• Jupyter Notebook

Represent trained machine learning models as Pyomo optimization formulations

python neural-network optimization cnn modeling-language pyomo mathematical-modelling nonlinear-optimization keras-neural-networks nonlinear-programming mixed-integer-programming mathematical-programming relu onnx gradient-boosted-trees mixed-integer-optimization

• Updated Jul 9, 2026
• Python

Efficient modeling interface for mathematical optimization in Python

python optimization linear-programming modeling-language mathematical-modelling quadratic-programming mixed-integer-programming conic-programs mathematical-programming

• Updated Oct 14, 2026
• C++

Lightweight C matrix library, Matlab-like CLI calculator, and compact LP/MIP solver. 轻量级 C 矩阵库、脚本计算器与 LP/MIP 求解器。

c embedded optimization matrix linear-algebra linear-programming mixed-integer-programming

• Updated Aug 14, 2026
• C

A Julia/JuMP-based Global Optimization Solver for Non-convex Programs

optimization julia-language minlp global-optimization nonlinear-optimization optimization-algorithms mixed-integer-programming minlp-solver non-convex-optimization mixed-integer-nonlinear-programming

• Updated Feb 12, 2026
• Julia

A Julia interface to the Gurobi Optimizer

julia linear-programming quadratic-programming mixed-integer-programming second-order-cone-programming jump-jl

• Updated Sep 8, 2026
• Julia

General optimization (LP, MIP, QP, continuous and discrete optimization etc.) using Python

optimization linear-programming scipy quadratic-programming convex-optimization integer-programming mixed-integer-programming

• Updated Oct 27, 2021
• Jupyter Notebook

Branch-and-Price-and-Cut in Julia

optimization julia mixed-integer-programming column-generation dantzig-wolfe-decomposition branch-and-cut-and-price

• Updated Sep 16, 2026
• Julia

A JuMP-based Nonlinear Integer Program Solver

optimization julia-language nonlinear-optimization branch-and-bound mixed-integer-programming minlp-solver

• Updated Oct 2, 2026
• Julia

Derivative-Free Global Optimization Algorithm (C++, Python binding) - Continuous, Discrete, TSP, NLS, MINLP

optimization genetic-algorithm hyperparameter-optimization evolutionary-algorithms global-optimization constraint-programming meta-heuristic optimization-methods differential-evolution optimization-tools black-box-optimization optimization-algorithms integer-programming global-optimization-algorithms stochastic-optimizers metaheuristics discrete-optimization mixed-integer-programming mathematical-programming mathematical-optimization

• Updated Oct 13, 2026
• C++

A solver for mixed-integer convex optimization

optimization julia-language nonlinear-optimization mixed-integer-programming

• Updated Oct 12, 2026
• Julia

A Julia interface to the CPLEX solver

julia linear-programming quadratic-programming mixed-integer-programming jump-jl

• Updated Jul 24, 2026
• Julia

Certifiable Outlier-Robust Geometric Perception

computer-vision robotics autonomous-driving semidefinite-programming convex-optimization mixed-integer-programming point-cloud-registration robust-estimation outliers-detection

• Updated Dec 2, 2023
• MATLAB

Julia interface to SCIP solver

julia global-optimization hacktoberfest nonlinear-optimization mixed-integer-programming mixed-integer-optimization mixed-integer-linear-programming

• Updated Feb 20, 2026
• Julia

Hands-on course about linear programming and mathematical optimization.

linear-programming constraint-programming integer-programming mixed-integer-programming integer-linear-programming

• Updated Jun 4, 2023
• Jupyter Notebook

A Rust algebraic modeling library for solving optimization problems.

rust math optimization linear-programming modeling-language operations-research numerical-optimization mixed-integer-programming mathematical-programming mathematical-optimization

• Updated Nov 10, 2026
• Rust