I believed I fixed my own issue here.
I ran the following command and I was able to install the Windows Security and Quality rollups. Hope this helps someone else.
DISM.exe /Online /Cleanup-image /Restorehealth
https://support.microsoft.com/en-us/help/947821/fix-windows-update-errors-by-using-the-dism-or-system-update-readiness