Resources that help build intuition about mathematics

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I am looking for any books or resources that help build intuition at a fundamental level about mathematics.

I have a newfound interest in maths, after being away from it for years. Recently I started working on ML and found that I find the mathematics behind it enjoyable.

I like to imagine mathematics visually and am eager if can get any suggestions.