Rubuta ci gaba ga wannan sakin layi - An haifi Bouré a Brussels a matsayin yakin neman 'yancin kai na Belgium
yana gab da ƙarewa. Ya yi karatu a gida da farko a karkashin Guillaume Geefs sannan daga 1846 zuwa 1852 a karkashin Eugène Simonis a Royal Academy for Fine Art, yana zuwa ƙasashen waje don kammala karatunsa a Kwalejin Fine Arts a Florence. A cikin karatunsa, ya bi hanya ɗaya kamar ɗan'uwansa, Paul Bouré. Paul ya mutu yana da shekara ashirin da biyar sa'ad da Antoine-Félix yake ɗan shekara sha bakwai.