~/talk

Linear Programming for Resource Allocation

Talkat PyData London 2024 · 2024-06-14..06-16· [machine-learning]
links:none on file
slides:none on file

A linear program models open days versus mobile clinics across 39 districts and up to four quarterly timepoints, turning an intractable 2^312 brute force planning problem into a solvable optimization. The pipeline uses Julia + JuMP + CBC for the solver and Python for data plumbing and maps. The deliverable is per‑district quarterly assignment maps and budgets; historical validation shows meeting coverage targets while cutting modeled implementation cost by about 40% cost reduction versus the 2022 plan.

AI-written summary · about

  1. 0:00Linear programming intro
  2. 2:06Problem in Togo
  3. 5:45Brute force fails
  4. 10:21What is linear programming
  5. 14:40Julia and Python implementation
  6. 19:37Map visualization
  7. 21:41Key lessons
  8. 24:49Team and project
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