Football (i.e. soccer) being my favorite sport, FIFA becomes the natural game of choice for all of my deep learning experiments. To find out whether the recent developments in deep learning can help me answer my question, I tried to focus on improving the player faces in FIFA using the (in?)famous deepfakes algorithm. It is a Deep Neural Network that can be trained to learn and generate extremely realistic human faces. My focus in this project lies on recreating the player faces from within the game and improving them to make them look exactly like the actual players.