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Could you share your approach to developing a demand forecasting model for a ride-sharing service? What data sources and factors would you consider in this process?

Machine Learning Engineer

Shopify

Uber

Meta

Google

TikTok

Lyft

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  • Could you share your approach to developing a demand forecasting model for a ride-sharing service? What data sources and factors would you consider in this process?
  • As an ML Engineer, how would you go about building a demand forecasting model for a ride-sharing service? Can you walk me through your process, including the data sources and factors you would consider?
  • What steps would you take to create a demand forecasting model for a ride-sharing service? Which data sources and factors would you consider, and how would you validate the model?
  • If you were tasked with developing a demand forecasting model for a ride-sharing service, what approach would you take? What data sources and factors would you consider, and how would you ensure the model's accuracy?
  • Considering the complexity of a ride-sharing service, how would you develop a demand forecasting model for it? What critical data sources and factors would you consider in creating a model that effectively predicts demand?
  • As an expert in data analysis, what steps would you take to build a demand forecasting model for a ride-sharing service? What data sources and factors would you use, and how would you validate the model's effectiveness?
  • When building a demand forecasting model for a ride-sharing service, what data sources would you use and what factors would be included? How would you ensure that the model provides accurate forecasts?
  • How would you approach building a demand forecasting model for a ride-sharing service? What data sources and factors would be significant, and how would you validate the model's accuracy?
  • What are the steps you would take to build a demand forecasting model for a ride-sharing service, and what data sources would you utilize? Can you walk me through your approach on how you’d validate the model?
  • In creating a demand forecasting model for a ride-sharing service, which factors and data sources would you prioritize, and why? What steps would you take to validate the model and ensure its accuracy?
  • How would you approach building a demand forecasting model for a ride-sharing service? What factors would you consider and what data sources would you use? Can you walk me through the steps you would take to develop and validate such a model?
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Interview question asked to Machine Learning Engineers interviewing at Pinterest, Glovo, Affirm and others: Could you share your approach to developing a demand forecasting model for a ride-sharing service? What data sources and factors would you consider in this process?.