The 19-year-old featured for Everton U18 and U21 teams last season.
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The Millers beat several Championship clubs to land Sherif on Monday.
The Liberian-born striker is highly-rated at Everton, where he finished last season as the U21 team's top goalscorer.
Rotherham are next in action against Wigan Athletic in League One on Saturday.