Upgrade Linux Kernel

How do I perform the actual upgrade of the kernel in Linux?

Use apt-get command. First find your kernel version:

$ uname -r

Next find available kernel images:

$ apt-cache search linux-image

Now install kernel by explicitly specifying version number:

# apt-get install linux-image-x.x.x-xx