We're letting you have your say about which goal you think was the pick of the bunch.
So sit back and enjoy the goals (video will start automatically in the picture box - UK online only), then vote by clicking the link below the video. We'll publish the results of the poll on Friday.
1. Luis Suarez (LIVERPOOL v Wigan)
Aided by a fantastic assist from Jose Enrique, Suarez latched onto the Spaniard's through-ball and poked a neat finish past the keeper.
2. Shane Long (WEST BROM v Chelsea)
The Ireland international rounded off a nice team move with a well executed diving header at the back post.
3. Anthony Pilkington (NORWICH CITY v Manchester United)
Another team goal finished off by a header, this time a lovely near-post flick which soared over Anders Lindegaard in Norwich's shock win.
4. Steven Fletcher (Fulham v SUNDERLAND)
Adam Johnson picked out the Scotland striker with a wonderful curling pass and his two touches were clinical as he finished past Mark Schwarzer.
5. Stephane Sessegnon (Fulham v SUNDERLAND)
An emphatic finish from the forward who smashed home an unstoppable shot from 20 yards out.