Attention, Demystified: From Dot Products to Explaining Transformers
Week 2, Part 2: The Full Model and the Explanation

Inside a Transformer Block

Diagram a full block — attention, residual connection, layer norm, feed-forward network — and state the purpose of each residual and normalization step.