This project was created as part of the UdeM course IFT6759 Game Theory and ML course (https://gauthiergidel.github.io/courses/game_theory_ML_2021.html). In this project, we evaluate the work of Jiang et al. 2021, who propose TransGAN, a GAN framework which eliminates the use of convolutional operations. Refer to the report and presentation included in this reporistory for more details.