PHP is a scripting language that can generate HTML pages dynamically from a single PHP script. PHP scripts are embedded in HTML files using <?php ?> tags and are replaced by their output. Common uses of PHP include including header/footer files across pages using the include() function and dynamically generating pages without manually creating HTML files. More extensive PHP training is available online and in books for those wanting to learn more about its capabilities.