Basically, the name of the "Kaby Lake" based Pentium desktop processors changes to "Pentium Gold". This new brand indicates these are low-end processors for the desktop market.
The regular "Pentium" name will remain for the Atom-based parts, which are energy-efficient chips for laptops and other mobile devices.