~/talk

Successful Projects through a bit of Rebellion

Talkat PyData London 2025 · on Saturday, 2025-06-07· at 16:15· Grand Hall· [engineering-leadership, soft-skills]
slides:none on file

Claims a private leadership community called Rebel AI peer mentorship group grew in 15 months and yields concrete tactics not fluff, shows a few multi‑million dollar wins and many failures, and tests GenAI with Gemini and GPT‑4o used in slides. Concrete examples: a fraud initiative surfaces 100,000 fraud cases found that shifts priorities and creates a bottleneck in the central fraud team; a random‑forest prototype proves valuable but is undeployable when turned into SQL rules, so practical deployment paths and testable baselines matter.

AI-written summary · about

  1. 0:00Intro
  2. 0:27Who is Ian
  3. 2:57Building successful data science projects
  4. 4:45Rebel AI
  5. 6:13Stickers
  6. 7:32Building relationships
  7. 11:03Growing the team
  8. 15:32Picking valuable projects
  9. 19:47Beware the variance
  10. 23:35Overload
  11. 26:27Resilience
  12. 27:49Hiring
  13. 28:24Conclusion
  14. 30:59Exercise
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