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Data Strategy and Implementation

What we need

Sample Case: Route Optimisation

  • Strategy and implementation

Challenges

Constraints​

The challenge is always defining what the key constraints are, for example:

  • Delivery Window
  • Expiration
  • Refrigerated Trucks
  • Size of order
  • Pick rate

Scale​

  • At what scale do we want to deliver this?
  • Productionising the system.
  • SLAs
  • Timing or Delivery Data
  • Concurrency restraints

Testing​

  • Someone has to manual check if the model outputs are correct
  • There should be some manual suggestions for edge cases
  • Validation Stages
    • Different Scenarios
    • Pilot Phase
    • Verifying Output

Planning​

  • Planning to test with multiple iterations
  • Implementing the learnings
  • Different scenarios

Tech​

  • Classic Buy versus Build
    • Time
    • Cost
    • Capabilities
    • Customisation
  • Python
  • Kedro
  • Docker
  • Sample inputs
  • Objective function - multi-variant