Making AI Easy · Lesson 1 · Vaswani et al., NeurIPS 2017

Attention Is All You Need, Visualized

Three ways to understand the paper that introduced the Transformer, the design behind modern AI systems. Read the blog post, click through the picture book, then open the engine room when you want the math.

No math needed

Transformers From Zero

11 short scenes with everyday analogies: word cards, a video search, beams of attention and a translation written word by word.

Start here →
Reading version

Attention, Explained Plainly

A 20-minute blog post that walks through the whole paper in plain language, from the problem to the results.

Read the post →
Live tensor math

The Attention Engine

13 stages computing every step of a tiny Transformer in your browser, with notes for researchers on each stage.

Open the deep dive →