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"# Face Generation\n",
"\n",
"In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate *new* images of faces that look as realistic as possible!\n",
"\n",
"The project will be broken down into a series of tasks from **loading in data to defining and training adversarial networks**. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.\n",
"\n",
"### Get the Data\n",
"\n",
"You'll be using the [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) to train your adversarial networks.\n",
"\n",
"This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.\n",
"\n",
"### Pre-processed Data\n",
"\n",
"Since the project's main focus is on building the GANs, we've done *some* of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.\n",
"\n",
"<img src='assets/processed_face_data.png' width=60% />\n",
"\n",
"> If you are working locally, you can download this data [by clicking here](https://s3.amazonaws.com/video.udacity-data.com/topher/2018/November/5be7eb6f_processed-celeba-small/processed-celeba-small.zip)\n",
"\n",
"This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data `processed_celeba_small/`"
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"Archive: processed-celeba-small.zip\n",
" creating: processed_celeba_small/\n",
" inflating: processed_celeba_small/.DS_Store \n",
" creating: __MACOSX/\n",
" creating: __MACOSX/processed_celeba_small/\n",
" inflating: __MACOSX/processed_celeba_small/._.DS_Store \n",
" creating: processed_celeba_small/celeba/\n",
" inflating: processed_celeba_small/celeba/.DS_Store \n",
" creating: __MACOSX/processed_celeba_small/celeba/\n",
" inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store \n",
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