$f(x)$ is a mathematical function that represents a relationship between an independent variable $x$ and a dependent variable $y$. The function assigns a unique output value $y$ to each input value $x$, allowing for the modeling and analysis of various phenomena and relationships in mathematics, science, and engineering.