The approach to learning developed by Artificial Intelligence, as it will be described here, is a very young scientific discipline whose birth can be placed in the mid-seventies and whose first manifesto is constituted by the documents of the "First Machine Learning Workshop", which took place in 1980 at Carnegie-Mellon University.