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Update index.md
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ChrisRackauckas authored Dec 14, 2021
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# NonlinearSolve.jl: High-Performance Unified Nonlinear Solvers

NonlinaerSolve.jl is a unified interface for the nonlinear solving packages of
NonlinearSolve.jl is a unified interface for the nonlinear solving packages of
Julia. It includes its own high-performance nonlinear solvers which include the
ability to swap out to fast direct and iterative linear solvers, along with the
ability to use sparse automatic differentiation for Jacobian construction and
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