Why is mathematics so important in machine learning?

Mathematics is a big part of machine learning as it helps in deciphering the most efficient way to describe the problem with least ambiguity. It is also important to understand the behaviours of the systems and models. When one ignores the mathematical treatment of algorithms, it can lead to many problems including, but not limited to:
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