The professional summary section needs to be the first thing on your resume that an employer sees. Because of that, you want to place it at the top of the page, right under your name and contact information.
The main purpose of a professional summary is to give the hiring manager a quick overview of your skills and achievements without having to dive into the rest of your resume. You can think of it as a teaser for the rest of your resume.