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.
Emmerson Boyce (Swansea v WIGAN)
The defender executed a stunning aerial backheel for one of the most unconventional goals seen in the Premier League in recent seasons.
Robin van Persie (MANCHESTER UNITED v Stoke)
Antonio Valencia fired in a low cross from the right and the Dutchman opened up his body perfectly while twisting to direct the ball past Asmir Begovic..
Raheem Sterling (LIVERPOOL v Reading)
The teenager claimed his first Premier League goal after latching onto a glorious flick from Luis Suarez and drilling a low shot into the far corner.
Modibo Maiga (WEST HAM v Southampton)
A new signing this summer, the striker finally made a big impression when cutting in from the right, holding off two men and bending a wonderful shot into the top corner.
Juan Mata (CHELSEA v Tottenham)
The finish from the Spaniard was neat but it as all about the quite brilliant through-ball from Eden Hazard.