Can you explain Transformers in one sentence? (attention mechanisms) [video]
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If you actually look at what a self attention head looks like it’s much easier to understand and really not that complicated.
Once you get self attention, multi headed attention is just doing that N times in parallel over the same sequence.
Transformers: Robots in disguise!