I just learned something amazing: “parabola” shares the same root word as “hyperbole.” Here’s how it breaks down (quotes from this source):
The word parabola literally translates "to throw beside". The Greek root bole, which is the ancestor of ball, bowl, bubble, and many such words today was closer to throw or place in the Greek usage.
Parabolas do kind of look like bowls, don’t they? In fact, in machine learning one of the ways I was taught to understand gradient descent was to think of it as a bowl that we’re trying to find the bottom of.
Pat Ballew goes on to say:
Para is a root for beside, as we see it in parallel. Parallel refers to two lines that are "beside" each other. Think of a parabola as the shape obtained when the cutting plane is "thrown" alongside the slope of the cone. A closely related word is parable, a story that is not true, but true-like, or "thrown beside" the truth. The parathyroids are so named because they are beside the thyroids.
This explanation requires an understanding of conic sections, which I got pretty quickly after looking at this image from Wikipedia:
where (1) shows a parabola, (2) shows an ellipse and a circle, and (3) shows hyperbolas. I’m sure I’ve seen hyperbolas before (and after googling images of them on a graph I do, indeed, remember having seen them before) but this is the first time I was able to truly understand it.
Anyway, back to parabolas. They are the shape that we get when a cutting plane is, as Pat Ballew says, “‘thrown’ alongside” the slope of the cone.
Since we’ve got that image up there, let’s go ahead and see what Ballew says about the origins of the other conic sections:
The ellipse is a shape formed when the cutting plane of a cone falls short of the slope of the cone, and the meaning, as you expected, is to fall short. The use of three dots or asterisks to mark where part of a statement has been left out is called an ellipsis for the same reason.
Wikipedia notes that the circle in image 2 is a special form of an ellipse, and that many consider it to be a fourth conic section in its own right.
The hyperbola shares the common bola root, but this time the throw is "more than enough" or beyond the slope of the cone, creating a hyperbola. Hyper as more than enough or an overabundance appears in the names of objects with more than three dimensions, and the fourth dimension equivalent of a cube is called a hypercube. Hypertension means too tense. The opposite of hyper is hypo, as in hypodermic, which translates to "under the skin", and of course, Hypotenuse.
The English term, hyperbole derives from the same root words as hyperbola, and is used for an obvious exaggeration or extension of the truth.
Didn’t know that about the hypotenuse! Think I’ll go check that one out next ;)