The 42-year-old Inzaghi, who also played for Juventus in a sparkling career, coached Milan in the 2014-2015 season, but was replaced by Sinisa Mihajlovic after guiding them to a disappointing 10th in the Italian top flight.
His new club Venezia were promoted last season into Lega Pro, Italy's third division, after being crowned as Serie D champions.