explain-how-transformers-work

Transformers are a revolutionary neural network architecture introduced in 2017, primarily designed for processing sequential data, such as text. They operate by breaking down sentences into smaller units called tokens, which are then converted into numerical representations. The architecture consists of two main components: an encoder and a decoder. The encoder transforms the input tokens into abstract representations stored in a memory bank, while the decoder generates output tokens one at a time, utilizing attention mechanisms to focus on relevant parts of the input. This innovative approach has significantly advanced natural language processing tasks, including translation and text generation.

How Transformers Work

 Towards Data Science

GPT-3, BERT, XLNet, all of these are the state of the art in natural language processing (NLP), all are transformers - we explain how they work here.

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“MLshorts” 9: What are Transformers

 Python in Plain English

Describe in under 300 words Photo by Arseny Togulev on Unsplash What is it? 🤔 Transformers? Are we talking about Optimus Prime?? No, definitely not! In Machine Learning, Transformers are a type of n...

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De-coded: Transformers explained in plain English

 Towards Data Science

No code, maths, or mention of Keys, Queries and Values Since their introduction in 2017, transformers have emerged as a prominent force in the field of Machine Learning, revolutionizing the capabilit...

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Understanding Transformers

 Towards Data Science

A straightforward breakdown of “Attention is All You Need”¹ The transformer came out in 2017. There have been many, many articles explaining how it works, but I often find them either going too deep ...

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Transformers: How Do They Transform Your Data?

 Towards Data Science

Diving into the Transformers architecture and what makes them unbeatable at language tasks Image by the author In the rapidly evolving landscape of artificial intelligence and machine learning, one i...

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Understanding Transformers: A Beginner’s Guide

 Analytics Vidhya

The rise of deep learning has brought about significant advancements in Natural Language Processing (NLP), computer vision, and more, thanks to models that understand and process sequential data. At t...

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The A-Z of Transformers: Everything You Need to Know

 Towards Data Science

Everything you need to know about Transformers, and how to implement them Image by author Why another tutorial on Transformers? You have probably already heard of Transformers, and everyone talks abo...

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Transformers Explained Visually (Part 2): How it works, step-by-step

 Towards Data Science

Transformer detailed end-to-end operation of Embedding, Positional Encoding, Encoder, Decoder, Multi-head Attention, Masking, and Output

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Day 18: Transformers 101 — What They Are and Why They Matter

 Javarevisited

📌 Part of the 30 Days of AI + Java Tips — simple, powerful AI concepts for developers building smarter systems. 🤖 What Is a Transformer in AI? In simple terms: A Transformer is a type of deep learni...

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Transformers — Intuitively and Exhaustively Explained

 Towards Data Science

In this post you will learn about the transformer architecture, which is at the core of the architecture of nearly all cutting-edge large language models. We’ll start with a brief chronology of some r...

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Deep Dive into Transformers by Hand ✍︎

 Towards Data Science

Explore the details behind the power of transformers There has been a new development in our neighborhood. A ‘Robo-Truck,’ as my son likes to call it, has made its new home on our street. It is a Tes...

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Transformers

 Towards Data Science

If you liked this post and want to learn how machine learning algorithms work, how did they arise, and where are they going, I recommend the following: Transformers are a type of neural network…

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