~/talk

From Rules to Reality: Python's Role in Shaping Roundnet

Talkat PyCon DE & PyData 2025 · on Friday, 2025-04-25· at 14:40· Hassium· [data-science]
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slides:none on file

Data pipeline uses Google Sheets + Colab to ingest and analyze annotated match video data, producing a baseline from 73 games annotated (17+ hours) that shows less than 10% rallies and nearly 50% of points as aces or double faults. Two global rule test packages (A/B) run across ~22 events; early Package A data shows higher touches and rally counts but also increased double faults and too-small samples for statistical significance. Player surveys are translated and summarized with an LLM.

AI-written summary · about

  1. 0:00Roundnet and Python's role
  2. 3:23Problem with aces and side outs
  3. 7:18Data-driven rule changes
  4. 11:03Baseline gameplay analysis
  5. 15:46Goals for satisfaction
  6. 18:14First results from package A
  7. 20:25Community plans
  8. 21:50Q&A
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