DifferentialEquations.jl is a multi-language suite providing high-performance numerical solvers for ordinary differential equations, stochastic differential equations, delay differential equations, differential-algebraic equations, and related scientific computing problems. It extends into the Scientific Machine Learning (SciML) ecosystem, offering tools like neural differential equations and physics-informed modeling. Available for use in Julia, Python, and R.