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[D] Guess function from its graph with machine learning

Suppose I have handwritten graph of some function, and what I want is to have some ML algorithm that find some simple function (in form of a string like “f(x) = 2 cos(x) + log(x)^2”) that fit my graph as well as possible. I tried to make something like this myself and find out that this task is surprisingly difficult, unless the function is trivial. Although I’m not a researcher, so maybe I just have lack of knowledge to crack this problem. I wonder if there any research papers relative to simiar problems. Or any suggestions how to approach this will be helpful as well.

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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.