The youngster made his debut in the draw with Southampton.
Villa were officially relegated from the Premier League after losing 1-0 at Old Trafford on Saturday afternoon.
The Liverpool and West Ham forwards are competing for a place at Euro 2016.
Pundit and former Newcastle United star says Rafa Benitez has finally made his mark after getting his first win as Magpies boss against Swansea City.
Arsenal are set to go up against their former striker when they face Crystal Palace.
Aston Villa’s defeat to Manchester United on Saturday has confirmed their relegation to the Championship.
The former striker is however backing Jurgen Klopp's side to win the game.
The striker was in fine form in the 3-0 win over Chelsea on Saturday.
Leicester City’s Riyad Mahrez has enjoyed a phenomenal campaign.
Berahino saw two second-half spot kicks saved during the 1-0 defeat to Watford on Saturday, but Pulis is confident the striker will bounce back.