Fixing heavy pages
Heavy pages mean that your site requires too many external resources or that those external resources are too large. When the browser tries to display your site, it first has to download those additional resources, which takes time.
Not all of these recommendations make sense, but as a whole they will usually improve performance a lot.
Fixing big pages
A web developer can implement the recommendations from Google PageSpeed Insights and GTmetrix.