Scientific Machine Learning

That sounds a good candidate for Julia

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Indeed, there are a few ARPA-E DIFFERENTIATE projects using Julia, some being ran by Julia Computing and the Julia Lab. A lot of projects in the SciML organization are building up towards some big applications as part of this.