Dependency Packages
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TopOpt.jl181A package for binary and continuous, single and multi-material, truss and continuum, 2D and 3D topology optimization on unstructured meshes using automatic differentiation in Julia.
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NLPModels.jl171Data Structures for Optimization Models
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MadNLP.jl160A solver for nonlinear programming
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Tulip.jl154Interior-point solver in pure Julia
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ConformalPrediction.jl135Predictive Uncertainty Quantification through Conformal Prediction for Machine Learning models trained in MLJ.
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ImplicitDifferentiation.jl122Automatic differentiation of implicit functions
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InferOpt.jl113Combinatorial optimization layers for machine learning pipelines
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KomaMRI.jl111Koma is a Pulseq-compatible framework to efficiently simulate Magnetic Resonance Imaging (MRI) acquisitions. The main focus of this package is to simulate general scenarios that could arise in pulse sequence development.
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Nonconvex.jl111Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.
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MRIsim.jl111Koma is a Pulseq-compatible framework to efficiently simulate Magnetic Resonance Imaging (MRI) acquisitions. The main focus of this package is to simulate general scenarios that could arise in pulse sequence development.
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MacroModelling.jl95Macros and functions to work with DSGE models.
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MRIReco.jl85Julia Package for MRI Reconstruction
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ClimaAtmos.jl79ClimaAtmos.jl is a library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools. We welcome contributions!
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JSOSolvers.jl68-
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OptimalControl.jl62Model and solve optimal control problems in Julia
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JutulDarcy.jl62Darcy flow and reservoir simulator based on Jutul.jl
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Percival.jl53Implementation of a Augmented Lagrangian method
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ExaModels.jl49An algebraic modeling and automatic differentiation tool in Julia Language, specialized for SIMD abstraction of nonlinear programs.
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NOMAD.jl47Julia interface to the NOMAD blackbox optimization software
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ClimaTimeSteppers.jl46A CPU- and GPU-friendly package for solving ordinary differential equations
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CUTEst.jl46Julia's CUTEst Interface
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Unfold.jl46Neuroimaging (EEG, fMRI, pupil ...) regression analysis in Julia
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Jutul.jl41Experimental framework for automatic differentiation finite-volume simulators
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ADNLPModels.jl37-
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NLPModelsJuMP.jl36Create NLPModels with JuMP
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RobustModels.jl34A Julia package for robust regressions using M-estimators and quantile regressions
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DifferentiableFactorizations.jl30Differentiable matrix factorizations using ImplicitDifferentiation.jl.
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RipQP.jl29-
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SolverTools.jl26Tools for developing nonlinear optimization solvers.
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SolverBenchmark.jl23Benchmark tools for solvers
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CaNNOLeS.jl22Constrained and NoNlinear Optimizer of Least Squares
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JSOSuite.jl22One stop solutions for all things optimization
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RegularizedLeastSquares.jl20-
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NLPModelsIpopt.jl20A thin IPOPT wrapper for NLPModels
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PDENLPModels.jl19A NLPModel API for optimization problems with PDE-constraints
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AmplNLReader.jl18Julia AMPL Models Conforming to NLPModels.jl
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Argos.jl17Reduced-space optimization, for optimal power flow.
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GIRFReco.jl16An Open-Source End-to-End Pipeline for Spiral Magnetic Resonance Image (MRI) Reconstruction in Julia
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NLPModelsAlgencan.jl16-
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DCISolver.jl16-
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