https://github.com/the-ai-summer/deep-learning-visuals

A collection of 100 Deep Learning images and visualizations
https://github.com/the-ai-summer/deep-learning-visuals

artificial-intelligence attention autoencoder convolutional-neural-networks deep-learning deep-neural-networks generative-adversarial-network machine-learning ml neural-networks recurrent-neural-networks transformer

Last synced: 2 months ago
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A collection of 100 Deep Learning images and visualizations

• Host: GitHub
• URL: https://github.com/the-ai-summer/deep-learning-visuals
• Owner: The-AI-Summer
• License: cc-by-4.0
• Created: 2021-07-11T07:46:39.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2021-07-13T09:28:18.000Z (almost 4 years ago)
• Last Synced: 2025-01-21T09:27:58.222Z (4 months ago)
• Topics: artificial-intelligence, attention, autoencoder, convolutional-neural-networks, deep-learning, deep-neural-networks, generative-adversarial-network, machine-learning, ml, neural-networks, recurrent-neural-networks, transformer
• Homepage: https://theaisummer.com/
• Size: 6.01 MB
• Stars: 75
• Watchers: 4
• Forks: 11
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Deep Learning visuals

A collection of Deep Learning images and visualizations. The project has been developed by the [AI Summer](https://theaisummer.com/) team and currently contains almost **100 images**.  

- Articles for the [AI Summer](https://theaisummer.com/) blog

- [Introduction to Deep Learning & Neural Networks](https://www.educative.io/courses/intro-deep-learning) course in educative.io

- Upcoming [Deep Learning in Production book](https://github.com/The-AI-Summer/Deep-Learning-In-Production)

- Upcoming Introduction to Deep Learning book

This repository was inspired by:

- [ml-visuals](https://github.com/dair-ai/ml-visuals) repository maintained by [dair.ai](https://dair.ai/)

- [dl-visuals](https://github.com/dvgodoy/dl-visuals) repository maintained by [Daniel Voigt Godoy](https://github.com/dvgodoy)

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

## Contents

- [Activation functions](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Activation%20functions)

- [Attention](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Attention)

- [Autoencoders](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Autoencoders)

- [Convolutional Neural Networks](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Convolutional%20Neural%20Networks)

- [Dropout](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Dropout)

- [Generative Adversarial Networks](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Generative%20Adversarial%20Networks)

- [Generative Learning](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Generative%20Learning)

- [Graph Neural Networks](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Graph%20Neural%20Networks)

- [Linear classifiers](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Linear%20classifiers)

- [Neural Networks](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Neural%20Networks)

- [Normalization](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Normalization)

- [Optimization](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Optimization)

- [Recurrent Neural Networks](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Recurrent%20Neural%20Networks)

- [Sequence processing](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/Sequence%20processing)

- [Transformers](https://github.com/The-AI-Summer/deep-learning-visuals/tree/main/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

![](https://github.com/The-AI-Summer/deep-learning-visuals/blob/main/Transformers/vit.png)

### Inception block

![](https://github.com/The-AI-Summer/deep-learning-visuals/blob/main/Convolutional%20Neural%20Networks/inception-block.png)

### Layer normalization

![](https://github.com/The-AI-Summer/deep-learning-visuals/blob/main/Normalization/layer-normalization.png)

### Graph convolution

![](https://github.com/The-AI-Summer/deep-learning-visuals/blob/main/Graph%20Neural%20Networks/graph-convolution.png)