I would suggest you to load PDFs & videos on your page after the page is completely loaded via AJAX. You can also use a logic in which only after the page loads completely, load the PDFs & videos on mouse move and while the page loading is in progress show a loader in place of PDFs & videos.
I have used this technique at many places and it works like a charm. Hope this helps you.