Gradient coils are essential components in MRI machines that create spatial variations in the magnetic field, allowing for the encoding of spatial information in the signals received from the body. By varying the magnetic field linearly across the imaging volume, they enable the precise localization of signals and contribute to the generation of high-resolution images.