Change the Base URL to https


Silverstripe Version:4.0

I am using SIlverstripe behind an AWS ALB which works for the main HTML page but the tag contains a http:// address instead of https://.
Therefore all of the JS and CSS are being served over HTTP and Chrome is throwing all sorts of errors.
How do I change this base tag to point to the https:// url? Is this done in nginx?