~/talk

Manufacturing optimisation & planning using ML platform

Talkat DSC Croatia 2022 · 2022-05-10..05-12· [machine-learning]
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slides:none on file

Platform builds per-SKU demand models that automatically select the best algorithm per item, integrates historical plus contextual data, and exposes forecasts into Power BI/Qlik via APIs. Planning uses an evolutionary/“kinetic” optimizer to create machine-level Gantt schedules, cargo/truck-fill constraints and vendor orders. Claims include 97% forecasting precision and 25–65% lower stock; one customer delays a $1M machine purchase by meeting demand with optimized schedules. Outputs are work orders, purchase orders and visual dashboards that planners verify and adjust.

AI-written summary · about

  1. 0:00Start
  2. 5:09Introduction on the Problem
  3. 6:47Optimization of Planning
  4. 7:03Scheduling Purchase Orders
  5. 8:02Demand Forecast
  6. 9:41Forecasting the Demand
  7. 19:23Benefits
  8. 20:10Increased Cash Flow
  9. 22:07Verification through Dashboard
  10. 22:47Benefits the Automation of Orders and Planning
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