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Generate Celeb Daces using DCGAN

DCGAN :- Deep Convolutional Generative Adversial Network to generate celeb faces

Table of Contents

About

In this project, I defined and trained a DCGAN on a dataset of faces. My goal was to get a generator network to generate new images of faces that look as realistic as possible!

This project is divided in the following key sections:

  1. Processing image data, building a pipeline to extract important facial data from source.
  2. Define a Deep learning network called DCGAN and training against the train data set.

Getting Started

Dependencies

  • Python 3.5+, PyTorch, NumPy, Pandas, matplotlib, torchvision,

Installing

To clone the git repository:

git clone https://github.com/EagleDangar/generate-cleleb-faces-DCGAN.git

Executing Program:

  1. You can run the Jupyter Notebook file and go through all the steps and learn about the PyTorch and Generative Adversail Networks.

Acknowledgements

  • Udacity for providing an amazing Deep Learning Nanodegree Program

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DCGAN :- Deep Convolutional Generative Adversial Network to generate celeb faces

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