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Deep Learning / 16

Attention

Explore queries, keys, values, attention scores, masks, and multi-head attention.

Section 16 of 32 · 16 subtopics

This is a knowledge index. Published titles open their articles; the remaining entries outline planned coverage.

Research Papers & Insights / Paper → Product

Attention changed how information moves.

Understand the Transformer’s central idea, what the original experiments reported, what they did not establish, and why the architecture still matters to engineers.

Subtopics

  1. 16.01

    Why Attention?

    Planned guide: Why Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  2. 16.02

    Attention Intuition

    Planned guide: Attention Intuition. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  3. 16.03

    Query

    Planned guide: Query. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  4. 16.04

    Key

    Planned guide: Key. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  5. 16.05

    Value

    Planned guide: Value. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  6. 16.06

    Attention Scores

    Planned guide: Attention Scores. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  7. 16.07

    Scaled Dot-Product Attention

    Planned guide: Scaled Dot-Product Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  8. 16.08

    Softmax in Attention

    Planned guide: Softmax in Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  9. 16.09

    Self-Attention

    Planned guide: Self-Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  10. 16.10

    Cross-Attention

    Planned guide: Cross-Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  11. 16.11

    Causal Attention

    Planned guide: Causal Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  12. 16.12

    Attention Masks

    Planned guide: Attention Masks. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  13. 16.13

    Multi-Head Attention

    Planned guide: Multi-Head Attention. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  14. 16.14

    Attention Matrix

    Planned guide: Attention Matrix. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  15. 16.15

    Computational Cost

    Planned guide: Computational Cost. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation
  16. 16.16

    Attention Limitations

    Planned guide: Attention Limitations. Focus on intuition, assumptions, and a worked example.

    intermediateArticle in preparation