What is Functional Programming?

When I first started learning about functional programming, I had a hard time wrapping my head around it. I understood the concept and the main principles but I lacked the practical knowledge. With this tutorial I want to cover not just the concepts but give you examples and show you how you can apply the functional programming paradigm on your own code.