It is very likely that your website will load faster on a VPS since it will be able to utilize 100% of the CPU and RAM. In a shared hosting environment the CPU is shared between all websites which results in sub-par speed and performance. The most important advantage for you is that your website will be fast consistently throughout the day 24/7 because you don’t have other users on your server to drain your server resources.