>What are some good resources for learning about performance optimization?

I swear, nobody actually read OP's post. The top five comments are "here's some personal advice about general rules of thumb, without any links to actual resources!"

Kudos to levodelellis, whose post is at #6 root comment and contain some links and drops some names.