"Memory" is almost always interchangeable with "RAM".
"Random Access" refers to the fact that you can go directly to any area of memory you want. The idea is comparable to being able to go directly to any track on an audio CD.
Before RAM, things were done on tape drives. Access was sequential from the beginning, like an audio tape cassette.
SIMM = Single Inline Memory Module.