I am learning Fourier Integral for real numbers. I downloaded a presentation of some university. I am summing up what I know and hopefully someone will correct me where I am wrong.
Also my question is:
Fourier Series allows you to express a piece-wise continuous, periodic function as a sum of infinite terms. What does Fourier integral do ?
Basically, yes. "Decaying" can be interpreted as "integrable" or "square integrable" (in terms of function spaces, $L^1$ or $L^2$). "Non-periodic" is redundant, since a function integrable in any sense cannot be periodic unless it's identically zero.
It helps us solve differential equations, by converting differentiation to multiplication (similarly to its close relative Laplace transform). It helps the folks over at Digital Signal Processing analyse sound, images, and other kinds of signals. Other ways to use the Fourier transform are listed at Wikipedia.