"Attention is all you need" Resources

[saileshbaidya]

Hi!

I am looking for any resources that are helpful in breaking down and explaining the key concepts of the paper “Attention is all you need”. Will appreciate sharing if anyone has any recommendation.

Thanks all.

[saifkhanengr]

Week 4 of DLS course 5 and course 4 of NLP specialization.

[saileshbaidya]

Awesome. Thanks! @saifkhanengr

[Christian_Simonis]

Hi @saileshbaidya

I can also recommend to check out this great summary on multi-head attention mechanisms by NLP mentor @arvyzukai:

Multi-headed Attention the mathematical meaning

Hi @Yuncheng_Liao You can interpret each linear transformation as communication of tokens. When transforming the embeddings (x) into Q, K, and V, we can loosely understand each token as asking specific questions: query - What am I looking for? key - What do I have? value - What can I offer or contribute to the aggregation? In a multi-head attention mechanism, each head has its own set of weights, enabling it to ask these questions independently and specialize in different aspects. This par…

Best regards
Christian

[saileshbaidya]

Thanks! @Christian_Simonis