The story
Blend of maximum + dropout; coined in a 2013 paper by Ian J. Goodfellow et al.
Etymology from Wiktionary, CC BY-SA 4.0.
maxout
Today it means: A certain approach to neural networks that attempts to improve on the dropout technique. Its activation function is the maximum of the inputs. Full definition →