Deep Learning visuals

A collection of Deep Learning images and visualizations. The project has been developed by the AI Summer team and currently contains almost 100 images.

• Articles for the AI Summer blog
• Introduction to Deep Learning & Neural Networks course in educative.io
• Upcoming Deep Learning in Production book
• Upcoming Introduction to Deep Learning book

This repository was inspired by:

• ml-visuals repository maintained by dair.ai
• dl-visuals repository maintained by Daniel Voigt Godoy

The images have been created using https://www.diagrams.net/ over the past years.

Contents

• Activation functions
• Attention
• Autoencoders
• Convolutional Neural Networks
• Dropout
• Generative Adversarial Networks
• Generative Learning
• Graph Neural Networks
• Linear classifiers
• Neural Networks
• Normalization
• Optimization
• Recurrent Neural Networks
• Sequence processing
• Transformers

Can I use them?

Of course. You are allowed to use the images anywhere you like ( even for commercial use), as long as you attribute AI Summer.

Examples

Vision Transformer

Inception block

Layer normalization

Graph convolution