How do I use PHP in .html files?

PHP is a wonderful scripting language for adding dynamic features to your web pages. But most web servers are only configured to look for an process PHP commands in files that end with a .php extension. What if you wanted to include PHP commands in .html files, essentially treating them the same as .php files?