Transformer's encoder-decoder architecture. The left four blocks
![](https://www.researchgate.net/publication/360843533/figure/fig3/AS:11431281095526380@1667919827329/Transformers-encoder-decoder-architecture-The-left-four-blocks-form-an-encoder-layer.png)
![](https://theaisummer.com/static/6122618d7e1466853e88473ba375cdc7/ee604/transformer.png)
How Transformers work in deep learning and NLP: an intuitive introduction
![](https://blog.roboflow.com/content/images/2023/02/Blog-Image-Template---James--1-.jpg)
What is a Transformer?
![](https://e2eml.school/images/transformers/architecture_embedding.png)
Transformers from Scratch
![](https://miro.medium.com/v2/resize:fit:540/1*ipZTpgsRpWOkOevxP3gYzA.jpeg)
Understanding Transformers — Encoder, by Sathya Krishnan Suresh, MLearning.ai
11.9. Large-Scale Pretraining with Transformers — Dive into Deep Learning 1.0.3 documentation
![](https://i0.wp.com/vitalflux.com/wp-content/uploads/2023/08/encoder-decoder-architecture-2.png?fit=1144%2C535&ssl=1)
Transformer Architecture Types: Explained with Examples
![](https://miro.medium.com/v2/resize:fit:1400/1*p6fst269cbsEHP04A6uiYQ.png)
Attention is All You Need, by Souvik Mandal
![](https://preview.redd.it/r-simplifying-transformer-blocks-v0-6pz53ro6260c1.png?width=1129&format=png&auto=webp&s=4f202ec7c1c9639d0dbdec8f7d60e51ca600fa39)
R] Simplifying Transformer Blocks : r/MachineLearning
![](https://www.frontiersin.org/files/Articles/876065/fnins-16-876065-HTML/image_m/fnins-16-876065-g001.jpg)
Frontiers O-Net: A Novel Framework With Deep Fusion of CNN and Transformer for Simultaneous Segmentation and Classification
![](https://aiml.com/wp-content/uploads/2023/09/example_of_positional_encoding_in_transformers.png)
Explain the need for Positional Encoding in Transformer models (with Example)