~/talk

Abstraction for Human Understanding

Talkat NODES 2024 · on Thursday, 2024-11-07· [large-language-models, data-visualization]
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slides:none on file

Claims that human working memory is ~7±2 guide a workflow: store richly (120-column US flights table with diversion fields that occupy ~40% and admit up to five diversions), transform with code or a visual graph calculus (map, aggregate, link, extract, merge, shortcut) into concise views, and load insights into Neo4j knowledge graph via LLM (uploader notes). Concrete builds include a Neo4j pipeline from documents, a visualization toolkit that compresses transaction graphs and flight records, and applied examples that reveal no political "shifts" in Twitter data and clear money-flow pathways.

AI-written summary · about

  1. 0:00Introduction and background
  2. 3:12Graphs for insight discovery
  3. 6:23From data storage to communication
  4. 10:46Challenges in data management
  5. 15:06Graph calculus for abstraction
  6. 20:01Simplifying complex data
  7. 23:01Practical implications and future
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