Sound Event Detection: A tutorial

Imagine standing on a street corner in the city. With your eyes closed you can hear and recognize succession of sounds: cars passing by, people speaking, their footsteps when they walk continuous falling rain. The recognition all these sounds interpretation perceived scene as city soundscape comes naturally to humans. It is, however, result years "training": encountering learning associations among vast varieties everyday life, sources producing sounds, names given them.