~/talk

supplyseer: Computational Supply Chain with Python

Talkat PyCon DE & PyData 2025 · on Wednesday, 2025-04-23· at 14:30· Dynamicum· [data-engineering, machine-learning]
links:none on file
slides:none on file

A Python library called supplyseer provides runnable modules: a demand simulator using geometric Brownian motion to generate 1,000s of sample paths over a 365‑day horizon and report quantiles; a digital twin network that models 2 warehouses and 15 stores and compares three inventory policies (reorder‑point, diffusion‑inspired, hybrid), reports kinetic‑energy flow metrics and shows diffusion/hybrid eliminate stockouts while classical produces stockout spikes; a cooperative‑game analyzer with Shapley and Nash diagnostics; and a geopolitical risk tool that queries GDELT API to map conflicts to lead‑time (e.g., Ukraine ×5) and cost multipliers (e.g., cost ×7).

AI-written summary · about

  1. 0:00Introduction
  2. 2:18Supply chain analytics challenges
  3. 8:45Installing supplyseer and demand simulation
  4. 10:14Demand simulation with stochastic processes
  5. 21:04Supply chain digital twin demo
  6. 43:29Game theory for power dynamics
  7. 1:03:08Geopolitical risk analysis
  8. 1:13:08Q&A
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