https://github.com/philtasticguy/gan-emojis

Python/Tensorflow code for training/inference of an AI model (GAN) capable of generating emojis.
https://github.com/philtasticguy/gan-emojis

artificial-intelligence emoji gan keras machine-learning python tensorflow

Last synced: 2 months ago
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Python/Tensorflow code for training/inference of an AI model (GAN) capable of generating emojis.

• Host: GitHub
• URL: https://github.com/philtasticguy/gan-emojis
• Owner: PhiltasticGuy
• Created: 2022-06-29T12:42:21.000Z (almost 3 years ago)
• Default Branch: master
• Last Pushed: 2022-06-29T12:42:35.000Z (almost 3 years ago)
• Last Synced: 2025-02-08T19:41:46.022Z (4 months ago)
• Topics: artificial-intelligence, emoji, gan, keras, machine-learning, python, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 5.45 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# GAN Emojis

## Models

### Training Timelapse

![Training Timelapse](assets/training-timelapse.gif)

### Generated Samples

![emojis_e068_r4](assets/emojis_e068_r4.png)

![emojis_e079_r4](assets/emojis_e079_r4.png)

![emojis_e097_r4](assets/emojis_e097_r4.png)

![emojis_training_e005_r5](assets/emojis_training_e005_r5.png)

## Machine Setup

### Python Packages

* Keras

  * pip install keras

* TensorFlow

  * pip install tensorflow

* TensorFlow GPU

  * pip install --user --ignore-installed --upgrade tensorflow-gpu

* Scrapy

  * pip install scrapy

* Pydot

  * pip install pydot

* Matplotlib

  * pip install matplotlib

* Numpy

  * pip install numpy

* OpenCV (unused...)

  * pip install opencv-python

### Install GraphViz (required for matplotlib)

* choco install graphviz

* pip install graphviz (???)

### Install CUDA

* 

  * D:\sources\tools\CUDA\v11.2

  * D:\sources\tools\CUDA Samples\v11.2

* 

  * Copy the 3 folders in the ZIP archive into CUDA install folder:

    * D:\sources\tools\CUDA\v11.2

* 

  * pip install --user --ignore-installed --upgrade tensorflow-gpu

  * [StackOverflow - Could not load dynamic library 'cusolver64_10.dll'; dlerror: cusolver64_10.dll not found](https://stackoverflow.com/questions/65608713/tensorflow-gpu-could-not-load-dynamic-library-cusolver64-10-dll-dlerror-cuso)

*