Select the lower-resource model and document: Which approach | AIGP
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Select the lower-resource model and document: Which approach best satisfies the stated constraint?

AIGP Understanding How to Govern AI Development Medium

The lower-resource model is the only tested option that meets both accuracy and the firm resource ceiling.

The question

A retailer compares two demand-planning models. Both meet the minimum forecast-accuracy threshold. The sustainability policy sets a firm resource-consumption ceiling, and testing confirms that the lower-resource model is below that ceiling while the larger model exceeds it. Which approach best satisfies the stated constraint?

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  1. Deploy the most accurate model that fits the testing budget.
    The testing budget is not the binding constraint and does not establish compliance with the resource ceiling.
  2. Tune both models further before deciding which one to deploy.
    Further tuning may be useful, but the supplied testing already establishes that only the lower-resource model satisfies the stated ceiling.
  3. Use the larger model and offset its electricity consumption financially.
    Financial offsets do not make a model that exceeds the firm resource ceiling compliant with that ceiling.
  4. Select the lower-resource model and document the performance tradeoff. ✓
    It meets the accuracy threshold and is the tested option below the firm resource-consumption ceiling; the tradeoff should be recorded.
The trap
Once the performance threshold is met, honor the separately stated binding constraint.

How to remember it

The lower-resource model is the only tested option that meets both accuracy and the firm resource ceiling.

How many of these would you get right?

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