After a close first half, Maryland pulled away in the second to hand Penn State its 13th Big Ten Loss.
"The biggest thing we keep trying to do every day is just get better."
Penn State will conclude its regular season this weekend.
Penn State finishes regular season play on the road this season with a shutout victory.
The Nittany Lions are 19-1 in conference play this season.
Grace Outwater shined with two points in the Nittany Lions' first game at Beaver Stadium.