Determine the Requirements Needed for Model Generation CERTIFIED-AI-EXPERT Practice Questions (Page 5)

Questions 21–21

1. 21application · medium

   A logistics company is building a route-optimization model. The available data includes GPS coordinates from delivery trucks, but 30% of the timestamps are missing, and the data arrives in batches rather than in real time. The model must predict delivery times with an accuracy of ±5 minutes. What is the most critical data requirement to address first?

   • AImplement a data-cleaning step to impute or remove records with missing timestamps before training.
   • BIncrease the data volume by collecting GPS data from more trucks before starting any model work.
   • CReduce the accuracy target to ±15 minutes so the missing data has less impact.
   • DSwitch to a real-time data streaming platform so the model can use live GPS data.
   Reveal Solution Discussion Select an answer first