No, the RAM is a separate chip. On the BCM2835 devices they use a package-on-package arrangement so on casual inspection they look like the same chip. On the Pi 2 and Pi 3 the RAM is on the bottom of the board.

There is apparently an architectural limit in the Videocore 4 that limits it to 1Gbyte.