The Hadamard Transform is a linear, orthogonal transformation that maps a vector into another vector of the same dimension, using a matrix composed of +1 and -1 entries. It is widely used in signal processing and quantum computing for its simplicity and efficiency in transforming data into a domain where it can be more easily analyzed or manipulated.