Functions to compute omnidirectional landscape connectivity using circuit theory and the Omniscape algorithm.

Distributed Data Parallel Training of Deep Neural Networks

Differentiable trajectory optimization in Julia.

FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to place FMUs (fmi-standard.org) everywhere inside of your ML topologies and still keep the resulting model trainable with a standard (or custom) FluxML training process.

Robust and optimal design and analysis of linear control systems

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Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks

Definition of dynamical systems and integrators for DynamicalSystems.jl

A Julia package for solving nonlinear differential equations using the harmonic balance method.

Tropical tensor network for spin glasses

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Trajectory Optimization for Robot Arms

A foolproof way of doing ML with GUI elements.

A few preconditioners for iterative solvers.

Frequency domain, multi-tone harmonic balance, simulation of scattering parameters and noise in nonlinear circuits containing Josephson junctions.

Finds relationships between the parameters of a mathematical model

C-code generation and an interface between ControlSystems.jl and SymPy.jl

Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.

A Julia package for robust neural networks.

A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)

Generic UNet implementation written in pure Julia, based on Flux.jl

Relational Algebra, now with more algebra!

An implementation of ZX-calculus in Julia

A fast and flexible Structural Equation Modelling Framework

A CPU- and GPU-friendly package for solving ordinary differential equations

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Benchmarking, testing, and development tools for differential equations and scientific machine learning (SciML)

Measure the distance between two spectra/signals using optimal transport and related metrics

A framework for composing and simulating multiphysics systems

Quantum Algorithms for solving differential equations

Machine learning with Mill.jl for JSON documents

A DSL for modern parsing

Reachability analysis for closed-loop control systems in Julia

Tools to generate and study moment equations for any chemical reaction network using various moment closure approximations

Julia package for data manipulation and analysis

Import/export ONNX models

No need to train, he's a smooth operator

Julia library for deep reinforcement learning

Boundary value problem (BVP) solvers for scientific machine learning (SciML)

Integrating diagramming and data visualization