I'm neither a mathematician nor a computer scientist by trade. I don't have the need nor the time to go through the nitty gritty details of optimization theory. All I need is an overview of the main ideas in this field. Think of it like knowing how to use a limit without the need to go through the epsilon-delta definition. Hope my reply didn't offend your ego.

Thanks for the recommendation, but that's a very long book.