Ubuntu 12.04 Very Slow On Low RAM

Running Ubuntu on low physical memory can be hassle, in this case while loading Ubuntu starts using swap partitions that is hard disk to get enough memory requirement at a time this greatly reduces system speed. How can we work around this issue?
