How to fill in the blank cells without scrolling in excel after applying filter.

I wish you provided some sample data to be able to help you precisely.
But here is a general answer:
On the Home Tab ►Click on Find and Select ► Go To Special 
In the dialog box select Blanks ► Hit OK
Start typing without any further clicking
When done ► Hit CTRL + Enter
Hope that helps