Technical

Engineering & Machine Learning

Deep dives into ML research, mathematical intuition, systems design, and software engineering — written for practitioners who enjoy the details.

12 Jan 2024

Attention Is All You Need — A Practitioner's Walkthrough

Re-deriving scaled dot-product attention from first principles, with annotated PyTorch code, mermaid architecture diagrams, and a discussion of why positional encoding works the way it does.

transformers attention pytorch ◯ 12 min