How to fix ‘Function eregi() is deprecated’ in PHP 5.3.0?

I used to use eregi for validating email address input that matches to the regular expression. That would return true if given email address is matches to username@domain.ext pattern. Unfortunately, after upgrading PHP to the earlier version (5.3.0), it wont work properly. This is because eregi is one of several functions that are deprecated in [...]