13SCIENTIFIC MACHINE LEARNING

The bewilderments of the eyes are of two kinds, and arise from two causes, either from coming out of the light or from going into the light.

—Socrates

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The topic of this chapter is a rather new approach to solving scientific problems through computation. Much of the recent development in the field of scientific machine learning (SciML) has taken place within the Julia ecosystem and has been led by researchers using Julia in science. Relatively little has been published explaining how to apply the new techniques in a form digestible by those not conversant with machine learning jargon. I hope to fill at least part ...

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