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Attention Mechanisms

example.ai/attention-mechanisms

Attention Mechanisms

The transformer architecture revolutionized natural language processing by introducing attention mechanisms. These mechanisms allow the model to dynamically focus on different parts of the input when producing each element of the output, replacing traditional fixed-window approaches.

Multi-Head Attention

Multi-head attention extends the basic attention mechanism by allowing the model to focus on different aspects of the input simultaneously. Each attention head can specialize in different types of relationships between words.

Attention(Q, K, V) = softmax(QK^T/√d_k)V

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I see you're reading about attention mechanisms. How can I help you understand this topic better?

Only basing yourself from what I'm looking at on my screen, what is multi-head attention ?

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Think of multi-head attention like having multiple assistants, each focusing on different aspects of a conversation:

One assistant might focus on how words relate to each other
Another might focus on the context of the sentence
Together, they provide a more complete understanding

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