Computer hardware and downloadable software featuring unsupervised artificial intelligence and machine learning for use in radio frequency (RF) spectrum analysis, namely, software that learns the RF spectrum to detect and classify potential signals of interest, group signals according to common characteristics, and enable automated and semi-automated detection, characterization, and exploitation of spectrum devices.