Non-terminating decimals are decimal numbers that continue infinitely without ending in a repeating sequence of digits. These decimals can be either repeating or non-repeating, with repeating decimals eventually forming a predictable pattern, while non-repeating decimals, like irrational numbers, do not form any repeating pattern.