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Generative Adversarial Network for Images

An intro to setting up and working with GANs. For NYU EL-GY 6123 Intro to Machine Learning, final project.

Team Members

  • Alexander Gao
  • Kavya Umesh Bangalore
  • Nikhil Nar

Versions

  • PyTorch: 1.1.0
  • Python: 3.7

Image Dataset Used

https://www.kaggle.com/kostastokis/simpsons-faces

Educational Sources

Paper: Generative Adversarial Nets, Ian Goodfellow et. al., 2014: https://arxiv.org/pdf/1406.2661.pdf

PyTorch DCGAN tutorial: https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html