~/talk

Using Python Biopharm to Help Cure Cancer

Talkat PyCon US 2026 · 2026-05-13..05-19· [machine-learning]
links:none on file
slides:none on file

Claims a production system that links terabytes of assay, manufacturing, and clinical data using FastAPI and Pydantic for auditable schemas, a Neo4j knowledge graph to model biological and operational relationships, and chat-based interfaces that traverse edges rather than just retrieve docs. It reports users adopting a chatbot to regression-test datasets, cutting weeks of PowerPoint preparation to minutes, surfacing causal chains like “What changed?” and “Where have we seen this before?”, and running in regulated, low-latency deployments.

AI-written summary · about

  1. 0:00Introduction
  2. 3:19Data handling phases
  3. 7:32Event storming
  4. 11:59Knowledge graphs
  5. 15:49Conversational interfaces for scientists
  6. 19:03AI chatbot testing
  7. 23:21Data curation importance
  8. 24:45Q&A
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