The Transformer Model
![The Transformer Model](https://machinelearningmastery.com/wp-content/uploads/2021/10/transformer_cover-1-scaled.jpg)
We have already familiarized ourselves with the concept of self-attention as implemented by the Transformer attention mechanism for neural machine translation. We will now be shifting our focus to the details of the Transformer architecture itself to discover how self-attention can be implemented without relying on the use of recurrence and convolutions. In this tutorial, […]
![](https://miro.medium.com/v2/resize:fit:1200/1*zRZcgPFRTS9sA5VCAmHSgw.png)
How to Use Transformer-based NLP Models
![](https://miro.medium.com/v2/resize:fit:664/1*tfYD93-NrGOTr6LG2WH3bQ.png)
Attention Is All You Need: The Core Idea of the Transformer, by Zain ul Abideen
![](https://upload.wikimedia.org/wikipedia/commons/thumb/4/43/A_development_of_natural_language_processing_tools.png/1200px-A_development_of_natural_language_processing_tools.png)
Transformer (machine learning model) - Wikipedia
![](https://learn.g2.com/hubfs/G2CM_FI661_Learn_Article_Images-%5BTransformer_model_Infographic%5D_Image2_V1b-png.png)
What Is a Transformer Model in Machine Learning?
![](http://jalammar.github.io/images/t/The_transformer_encoders_decoders.png)
The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time.
![](https://res.cloudinary.com/hilnmyskv/image/upload/q_70,f_auto/v1695406395/Algolia_com_Blog_assets/Featured_images/ai/an-introduction-to-transformer-models-in-neural-networks-and-machine-learning/sl9zlvjjkskdjc4h4brv.jpg)
An introduction to transformer models
![](https://www.mdpi.com/energies/energies-15-04993/article_deploy/html/images/energies-15-04993-g001-550.jpg)
Energies, Free Full-Text
![](https://huggingface.co/datasets/huggingface-course/documentation-images/resolve/main/en/chapter1/model_parameters.png)
How do Transformers work? - Hugging Face NLP Course
![](https://miro.medium.com/v2/resize:fit:1400/1*im-UEKm0cwButmS_PJzN2g.png)
An In-Depth Look at the Transformer Based Models, by Yule Wang, PhD
![](https://i.ytimg.com/vi/bCz4OMemCcA/hq720.jpg?sqp=-oaymwEhCK4FEIIDSFryq4qpAxMIARUAAAAAGAElAADIQj0AgKJD&rs=AOn4CLCYdHUH-z5CkPg9Q1dqmmPGT0Iv7Q)
Transformer models and BERT model: Overview
![](https://venturebeat.com/wp-content/uploads/2023/12/compact-transformer.png?resize=1290%2C952&strip=all)
New transformer architecture can make language models faster and resource-efficient