Data to vectors

Image autoencoders

Source code

https://github.com/hovjdev/CyprusVitalSigns/blob/main/autoencoder.py

Algorithm

  1. Train an autoencoder on a set of input images

  2. Arrange images along two principal components of the latent space

  3. Generate new images by sampling the latent space


Image auto-encoder

Auto-encoder training data

Images sorted by their position in the latent space

Random samples of the latent space decoded

Sound auto-encoders

Music samples arranged in the latent space