An SSD will improve responsiveness, but it’s not strictly necessary. Linux is less HDD/SSD sensitive than Windows, but the difference is still there.

However 2GB is really pushing your limits. You’ll get to desktop, but you’ll struggle to get a web browser happy with that. If you want to make a headless server out of it, however, that’s a perfectly fine amount.