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hi everyone we are back with another video on deep learning this video is part of a series of attention mechanism and the Transformers as you may know recently large language models or llms have gained a lot of popularity due to recent improvements like chat GPT and attention mechanism is at the heart of such models so my goal is to explain the concepts behind attention mechanism with visual representations so that by the end of this series you will have a good understanding of attention mechanism and Transformers but this particular video is dedicated to self-attention mechanism using a method called a scaled dot product attention since this video involves a lot of matrix multiplication I made another video previously as a recap of matrix multiplication so please feel free to check out that other video if you need a recap on that the link is in the description below here is the outline of this video first I will introduce the concept of attention in natural language processing or NLP