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Docker buildx doesn't work on ubuntu 18.04?

I am looking to compile images for arm64 using docker buildx as I could see on some posts. I tried docker stable 19.03 version as well as beta versions, none of them seem to have ‘docker buildx’ . Appreciate any pointers.
$ docker version
Version: 19.03.0-beta3
API version: 1.40
Go version: go1.12.4
Git commit: c55e026
Built: Thu Apr 25 02:58:59 2019
OS/Arch: linux/amd64
Experimental: true