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README.md

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 <a href="https://wsphillips.github.io/Conductor.jl/dev">
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-![L-BFGS Optimization](./lbfgs_stgneuron.gif)
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+![LBFGS Optimization](lbfgs_stgneuron.gif)
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 Conductor.jl aims to be a platform for quickly and flexibly building high-performance,
 multi-scale neuronal network models in Julia. Under the hood it's being built on top of
 ModelingToolkit.jl--so all the tools available in the SciML and DiffEq ecosystem are (or