How does the attention mechanism resolve the meaning of ambiguous
Chapter 1

Building a brain from scratch

Chapter 2

The art of practice and error

Chapter 3

The magic of human language

Chapter 4

Painting with pixels

Ch 3 · The magic of human language
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007skaty Computers organize human words inside high-dimensional mathematical maps.

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007skaty High-Dimensional Word Maps

In a map of numbers, we subtract man from king, add woman, and land on queen.

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Meaning exists in the connections between things, not in the things themselves.

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007skaty Large language models generate text through next-word prediction.

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Predicting the very next word

007skaty By analyzing text, language models calculate high probabilities for likely next words, such as mat after the cat sat on the.

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The game-changing transformer architecture

007skaty This technology prevents AI from forgetting context by analyzing whole sentences simultaneously.

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Attention Grabber
BETA

007skaty Swipe the key words to discover how AI decides what to focus on.

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Fun Fact

Huge libraries: Modern AI models are trained on trillions of words, equivalent to reading millions of books.

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Gossip

Will AI eventually write better novels than humans?

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Quiz

What is the basic unit of text (like a word or syllable) that an AI processes called?

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007skaty The creation of the transformer architecture in artificial intelligence

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Quiz

How do Large Language Models fundamentally generate text responses?

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007skaty The attention mechanism that helps artificial intelligence understand word context.

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Quiz

In which year did researchers publish the revolutionary 'Attention Is All You Need' paper?

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Quiz

What major advantage did the Transformer architecture bring to text processing?

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Quiz

What mechanism allows an AI to determine which words in a sentence are most relevant to each other?

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Quiz

How does the attention mechanism resolve the meaning of ambiguous words like 'bank'?

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Quiz

What is the name for the numerical vectors that represent word meanings in AI?

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Quiz

In word embedding math, what do you get if you calculate 'king' minus 'man' plus 'woman'?

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