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dlnd_face_generation-master

dlnd_face_generation-master

Generative Adversarial Network (GAN) implementation with TensorFlow

This kernel generates

  1. new images of human faces using CelebFaces Attributes Dataset (CelebA) (CelebA) contains over 200,000 celebrity imagest.

  2. handwritten digits from MNIST

Usage

While in dlnd_face_generation-master directory do run command

jupyter notebook

You'll be seing a similar output in your terminal

[I 21:26:41.666 NotebookApp] [nb_conda_kernels] enabled, 6 kernels found
[I 21:26:42.460 NotebookApp] JupyterLab beta preview extension loaded from /anaconda3/lib/python3.6/site-packages/jupyterlab
[I 21:26:42.460 NotebookApp] JupyterLab application directory is /anaconda3/share/jupyter/lab
[I 21:26:43.001 NotebookApp] [nb_anacondacloud] enabled
[I 21:26:43.006 NotebookApp] [nb_conda] enabled
[I 21:26:43.099 NotebookApp] ✓ nbpresent HTML export ENABLED
[W 21:26:43.099 NotebookApp] ✗ nbpresent PDF export DISABLED: No module named 'nbbrowserpdf'
[I 21:26:43.103 NotebookApp] Serving notebooks from local directory: /Users/admin/tmpdlnd/deep_m_learning/dlnd_tv_script_generation
[I 21:26:43.103 NotebookApp] 0 active kernels
[I 21:26:43.103 NotebookApp] The Jupyter Notebook is running at:
[I 21:26:43.103 NotebookApp] http://localhost:8888/?token=5f1104c958547d8430c7dcdb86b9d8f4a90e933bace32d0a
[I 21:26:43.103 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[C 21:26:43.107 NotebookApp] 
    
    Copy/paste this URL into your browser when you connect for the first time,
    to login with a token:
        http://localhost:8888/?token=5f1104c958547d8430c7dcdb86b9d8f4a90e933bace32d0a
[I 21:26:43.314 NotebookApp] Accepting one-time-token-authenticated connection from ::1

After running this command a new tab will be opened in your browser window. Run all the cells in the notebook. It may tell a while before it completes.

Recomendation

Run the notebook in a GPU powered host.

Example of generated results

handriting digits generated human faces

Example of generated human faces