On the occasion of the 25th Benelearn, I will reflect on some historical and sociological developments related to the field of machine learning. In doing so, I shall take an AI perspective and contrast it with a statistical perspective. I shall also briefly introduce some newly emerging trends that I am particularly excited about, in particular, languages for machine learning and the prospect of automating machine learning.