How would I go about creating a programming language?

The title of this article reflects a question I hear over and over in forums or in emails I receive.

I think all curious developers asked it at least once. It is normal to be fascinated by how programming languages work. Unfortunately, most answers we read are very academic or theoretical. Some others contain too much implementation details. After reading them we still wonder how things work in practice.

So someone help me understand better!