https://github.com/mrdvince/autoencoders

Autoencoders are neural networks used for data compression, image de-noising, and dimensionality reduction. Using PyTorch.
https://github.com/mrdvince/autoencoders

autoencoder autoencoders cnn convolution-autoencoders convolutional-neural-networks data-compression deeplearning dimensionality-reduction linear-autoencoders neural-networks python3 pytorch udacity udacity-nanodegree

Last synced: 12 months ago
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Autoencoders are neural networks used for data compression, image de-noising, and dimensionality reduction. Using PyTorch.

• Host: GitHub
• URL: https://github.com/mrdvince/autoencoders
• Owner: mrdvince
• Created: 2020-12-02T05:09:15.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2020-12-02T08:01:39.000Z (over 5 years ago)
• Last Synced: 2025-03-25T02:43:55.288Z (about 1 year ago)
• Topics: autoencoder, autoencoders, cnn, convolution-autoencoders, convolutional-neural-networks, data-compression, deeplearning, dimensionality-reduction, linear-autoencoders, neural-networks, python3, pytorch, udacity, udacity-nanodegree
• Language: Python
• Homepage:
• Size: 338 KB
• Stars: 6
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Autoencoders

Autoencoders are neural networks used for data compression, image de-noising, and dimensionality reduction. Building autoencoders using PyTorch.

## Simple Autoencoder

> Real images on top, generated at the bottom

![Linear autoencoder](screenshots/image-generated.PNG)

## Convolutional Autoencoder

> Real images on top, generated at the bottom

Using interpolations inplace of transpose convolutions

![con autoencoder](screenshots/image-generated-c.PNG)