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Transformers: A curious case of “attention”

Analytics Vidhya

In this post we will go through the intricacies behind the hypothesis of transformers and how this laid a foundational path for the BERT model. Also, we shall note that the stream of transfer…

The Transformer: Attention Is All You Need

Towards Data Science

The Transformer paper, “Attention is All You Need” is the 1 all-time paper on Arxiv Sanity Preserver as of this writing (Aug 14, 2019). This paper showed that using attention mechanisms alone, it’s…

All you need to know about ‘Attention’ and ‘Transformers’ — In-depth Understanding — Part 2

Towards Data Science

Attention, Self-Attention, Multi-head Attention, Masked Multi-head Attention, Transformers, BERT, and GPT Continue reading on Towards Data Science

Transformers: Attention is all You Need

Python in Plain English

Introduction In one of the previous blogs, we discussed LSTMs and their structures. However, they are slow and need the inputs to be passed sequentially. Because today’s GPUs are designed for paralle...

The Intuition Behind Transformers — Attention is All You Need

Towards Data Science

Traditionally recurrent neural networks and their variants have been used extensively for Natural Language Processing problems. In recent years, transformers have outperformed most RNN models. Before…...

Self Attention and Transformers

Towards Data Science

This is really a continuation of an earlier post on “Introduction to Attention”, where we saw some of the key challenges that were addressed by the attention architecture introduced there (and…

Transformers in Action: Attention Is All You Need

Towards Data Science

Transformers A brief survey, illustration, and implementation Fig. 1. AI-generated artwork. Prompt: Street View Of A Home In The Style Of Storybook Cottage. Photo generated by Stable diffusion. Link ...

Transformers — You just need Attention

Towards Data Science

Natural language processing or NLP is a subset of machine learning that deals with text analytics. It is concerned with the interaction of human language and computers. There have been different NLP…

Attention Is All You Need — Transformer

Towards AI

Discussing the Transformer model

All you need to know about ‘Attention’ and ‘Transformers’ — In-depth Understanding — Part 1

Towards Data Science

This is a long article that talks about almost everything one needs to know about the Attention mechanism including Self-Attention, Query, Keys, Values, Multi-Head Attention, Masked-Multi Head…

Attention, Please!

Towards Data Science

FlashAttention Part Two: An intuitive introduction to the attention mechanism, with real-world analogies, simple visuals, and plain narrative. Part I of this story is now live. In the previous chapter...

Understanding Attention In Transformers Models

Analytics Vidhya

I thought that it would be cool to build a language translator. At first, I thought that I would do so utilizing a recurrent neural network (RNN), or an LSTM. But as I did my research I started to…