Understanding data is hard. Visualization techniques help us to see the meaning in data and convey it to out audience. Neural networks can be tools to extract meaning from data and turn data into beautiful representations of its underlying structures. The session will be a hands-on demonstration on how to use visualization tools from clustering over self-organizing maps to deep learning-based variational autoencoders with the aim to create meaningful and beautiful data visualizations.