Transformers, Deep Learning, Machine Learning, Editors Pick, Data Science.
the attention mechanism is trying to achieve conceptually, to build our intuition. One way to understand attention is to think of it as a method which replaces each token embedding with an embedding that includes information about its neighbouring tokens; instead of using the same embedding for