What is Dolby Atmos?

The Apple TV 4K is gaining support for Dolby Atmos surround sound in tvOS 12. Other devices, including the Roku Ultra, Amazon Fire TV with 4K, Xbox One, and even Windows 10 PCs support Dolby Atmos. But what is Atmos?