Links to blogs that explain how attention mechanism works in Computer Vision and Natural Language Processing tasks.
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Attention Mechanism by Heuritech Le Blog
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Visual Attention Model in Deep Learning by Tristan
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Attention and Menory in Deep LEarning and NLP: wildml post by Denny Britz
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Attention in Convolutional Neural Nets by Dan Vatterott