~/talk

Production Code in Data Science Consulting

on YouTube 39m
Talkat PyData New York City 2019 · 2019-11-04..11-06· [developer-experience, python]

speaker

name:Akos Furton
links:none on file

resources

video:https://youtu.be/2ZdF-1EHvvk
slides:none on file

summary

BCG Gamma converts POCs into production systems: built five interacting tools (including Pathfinder for plane allocation and Sentry for day‑of reoptimization) that combine an AI delay predictor with large mixed‑integer optimization, deliver answers under five minutes, and in one case show a potential saving of five fewer planes. Code practices: Python, version control, Docker/conda, S3, logging, testing and documented APIs so models run reproducibly in production.

AI-written summary · about

chapters (6)

  1. 0:00BCG Gamma introduction
  2. 3:10Data science projects
  3. 7:08KLM airline optimization
  4. 17:09Production-grade code
  5. 31:52Production code philosophy
  6. 33:38Q&A

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