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Introduction to Attention Mechanism with example. Covering the self-attention mechanism, the idea of query, key, and value, and discussing the multi-head attention.
Self Attention -concept
At the heart of the Transformer model lies the attention mechanism, a pivotal innovation designed to address the fundamental challenge of learning long-range dependencies within sequence transduction tasks. Traditionally, the effectiveness of neural networks in these tasks was hampered by the lengthy paths that signals needed to traverse, making the learning process cumbersome.https://medium.com/media/8142686eaae34b15db1f0a4e36212d90/href