These lecture notes are meant to serve as a short introduction to implicit computational complexity for those students who have little or no knowledge of recursion theory and proof theory. They have been obtained by enriching and polishing a set of notes the author wrote for a course (on the same subject) he gave at ESSLLI 2010. These notes are definitely not meant to be comprehensive nor exhaustive, but on the other hand much effort has been done to keep them self-contained.