OGR_F_GetFieldAsInteger64 error with GDAL1.10 and Django 3 in Ubuntu14.04

I am using Ubuntu 14.04 for deploying a Geodjango application. Ubuntu 14.04 has GDAL 1.10 by default and i need GDAL 2+ versions for my application. Is there any way to install GDAL2 + versions in Ubuntu 14.04?
I am getting the below error when i am using Django with GDAL1+version

AttributeError: /usr/lib/libgdal.so.1: undefined symbol: OGR_F_GetFieldAsInteger64

Either i need to install GDAL2+versions or need to handle this error with GDAL1.10