Dependency Packages
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DiffEqTutorials.jl694Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
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POMDPs.jl587MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.
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Soss.jl401Probabilistic programming via source rewriting
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MeasureTheory.jl367"Distributions" that might not add to one.
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StatisticalRethinking.jl366Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.
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Stan.jl197Stan.jl illustrates the usage of the 'single method' packages, e.g. StanSample, StanOptimize, etc.
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TopOpt.jl141A beautifully Julian topology optimization package.
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DiffEqBayes.jl117Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning
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Nonconvex.jl91Toolbox for non-convex constrained optimization.
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Braket.jl79Experimental Julia implementation of the Amazon Braket SDK
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Tilde.jl73WIP successor to Soss.jl
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PairPlots.jl69Beautiful and flexible vizualizations of high dimensional data
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MCTS.jl68Monte Carlo Tree Search for Markov decision processes using the POMDPs.jl framework
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DeepQLearning.jl65Implementation of the Deep Q-learning algorithm to solve MDPs
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FMI.jl59FMI.jl is a free-to-use software library for the Julia programming language which integrates FMI (fmi-standard.org): load or create, parameterize, differentiate and simulate FMUs seamlessly inside the Julia programming language!
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CMBLensing.jl49The automatically differentiable and GPU-compatible toolkit for CMB analysis.
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POMCPOW.jl47Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.
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ParticleFilters.jl42Simple particle filter implementation in Julia - works with POMDPs.jl models or others.
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Mitosis.jl35Automatic probabilistic programming for scientific machine learning and dynamical models
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FMIFlux.jl33FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to set up NeuralFMUs just like NeuralODEs: You can place FMUs (fmi-standard.org) simply inside any feed-forward ANN topology and keep the resulting hybrid model trainable with a standard (or custom) FluxML training process.
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BasicPOMCP.jl31The PO-UCT algorithm (aka POMCP) implemented in Julia
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Comrade.jl28-
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PlanetOrbits.jl28Tools for solving and displaying Keplerian orbits for exoplanets.
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Bonobo.jl28A general branch and bound framework
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ForwardDiffChainRules.jl27-
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POMDPModels.jl27Problem models for testing POMDPs.jl
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QuickPOMDPs.jl26Concise and friendly interfaces for defining MDP and POMDP models for use with POMDPs.jl solvers
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MuseInference.jl21Fast approximate high-dimensional hierarchical Bayesian inference
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PosteriorPlots.jl20Graphical tools for Bayesian inference and posterior predictive checks.
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DiscreteValueIteration.jl18Value iteration solver for MDPs
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DifferentiableEigen.jl18The current implementation of `LinearAlgebra.eigen` does not support sensitivities. DifferentiableEigen.jl offers an `eigen` function that is differentiable by every AD-framework with support for ChainRulesCore.jl or ForwardDiff.jl.
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AugmentedGPLikelihoods.jl18Provide all functions needed to work with augmented likelihoods (conditionally conjugate with Gaussians)
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Boscia.jl16Mixed-Integer Convex Programming: Branch-and-bound with Frank-Wolfe-based convex relaxations
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NonconvexUtils.jl16Some convenient hacks when using Nonconvex.jl.
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QMDP.jl15QMDP Solvers for POMDPs
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SossMLJ.jl15SossMLJ makes it easy to build MLJ machines from user-defined models from the Soss probabilistic programming language
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RegressionAndOtherStories.jl14Data and functions to support Julia projects based on the book "Regression and Other Stories" by Andrew Gelman, Jennifer Hill and Aki Vehtari.
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Bonsai.jl14A HTTP framework
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FactoredValueMCTS.jl13Scalable MCTS for team scenarios
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FMIImport.jl13FMIImport.jl implements the import functionalities of the FMI-standard (fmi-standard.org) for the Julia programming language. FMIImport.jl provides the foundation for the Julia packages FMI.jl and FMIFlux.jl.
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