AI & MLRecommendedAIML-ATT-009

Efficient Attention

Attention's quadratic cost and the fixes: IO-aware kernels, sparse and sliding windows, and linear approximations.

Difficulty
4 / 5
Importance
4 / 5
Study time
1–2 h
Kind of work
Mixed

Why it matters

The learner can compute how attention memory grows with context length and explain what IO-aware tiling changes and what it leaves unchanged.

The route to this topic

Route AIML-ATT-009