julia 178 automatic-differentiation 59 nonlinear-optimization 55 scientific-machine-learning 53 sciml 51 convex-optimization 49 mixed-integer-programming 47 global-optimization 46 derivative-free-optimization 43 hacktoberfest 42 local-optimization 42 algorithmic-differentiation 41 julia-language 40 nonlinear-programming 21 machine-learning 15 jump 15 optimization-algorithms 14 differential-equations 14 mathematical-programming 9 linear-programming 8 optimal-control 8 solver 8 quantum-computing 8 surrogate-based-optimization 8 stochastic-optimization 7 nlpmodels 7 numerical-optimization 7 network 7 proximal-algorithms 7 semidefinite-programming 7 surrogate-models 7 surrogates 7 surrogate 7 high-performance-computing 7 robotics 6 proximal-operators 6 modeling-language 6 trajectory-optimization 5 constrained-optimization 5 bayesian-optimization 5 derivatives 5 back-propagation 5 large-scale 5 qubo 5 optimal-power-flow 4 optimization-tools 4 ordinary-differential-equations 4 jump-jl 4 conic-programs 4 convex 4 equation-based 4 sdp 4 modeling 4 quantum-optimal-control 4 dynamic-programming 4 symbolic-computation 4 symbolic 4 statistics 4 first-order-methods 4 blackbox-optimization 4 quadratic-programming 4 neural-networks 4 complementarity 3 dae 3 model-predictive-control 3 control 3 pde 3 sde 3 dde 3 energy-systems 3 operations-research 3 combinatorial-optimization 3 stochastic-differential-equations 3 optimizer 3 ode 3 optimization-methods 3 admm 3 prox 3 nonsmooth-optimization 3 scientific-computing 3 stochastic-programming 3 mathematical-optimization 3 polynomials 3 discrete-optimization 3 autodiff 3 nonlinear-equations 3 interior-point-method 3 simulation 3 power-network 3 energy 3 computer-algebra 3 hierarchical-clustering 3 frank-wolfe 3 symbolic-numerics 3 delay-differential-equations 3 acausal 3 differentiable-programming 3 evolutionary-algorithms 3 optimisation 3 mathematical-modelling 2