BuddyPress.org

You could try disabling a few BP components from the WP admin area. Login to the WP dashboard and navigate to “BuddyPress > Component setup”. Disable features that you will not need.

The alternative is you could perhaps use a different WP social networking plugin like Mingle… that might use less memory.
Probably not what you wanted to hear!