What is the Self-Attention Mechanism in Transformers?

Imagine you’re at a party with your friends, trying to follow multiple conversations simultaneously. Your brain effortlessly focuses on the most relevant information, and filters out the noise. This ability of your brain, is precisely what the self-a...