The infinity norm, also known as the maximum norm or L-infinity norm, is a measure of the largest absolute value of the components of a vector. It is commonly used in optimization and numerical analysis to assess the maximum deviation or error in a system, providing a straightforward way to evaluate the worst-case scenario in a dataset or function.