Some pages that you open (Youtube notoriously) will start soaking up a lot of memory because Chrome is trying to pre-cache things it thinks you might visit based on the links on the page.
https://www.technipages.com/google-chrome-prefetch
Try that. Also try not having 20 pages open ;)