gimseng / 99-ML-Learning-Projects

A list of 99 machine learning projects for anyone interested to learn from coding and building projects

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[EXE] Human Faces GAN

QasimKhan5x opened this issue · comments

Learning Goals

  • Get hands-on experience with generative modeling
  • Use convolutional neural networks with PyTorch
  • Learn the foundations of the concepts used to create deep fakes

Exercise Statement

  • Create a Deep Convolutional GAN to generate fake human faces using CelebA data

Prerequisites

  • Basics of creating neural networks in PyTorch
  • Data Augmentation and Regularization techniques
  • Convolutional Neural Networks

Data source/summary:

CelebFaces Attributes (CelebA) Dataset
Contains 202,599 face images of various celebrities

Suggest/Propose Solutions

I have the solution using PyTorch, will be happy to create a pull request to include the exercise statement/solution

Hi. I am really interested in it. Can you assign me this issue.
ps. I have started working on the problem using Tensorflow.
Thankyou!!