Amazon·Data Scientist·Technical Phone Screen
- What is a confidence interval, and how would you explain what it means when presenting results from an experiment to a non-technical audience?
- What are two limitations of relying only on p-values when evaluating an experiment?
- Compare bar charts, box plots, and violin plots for visualizing a distribution. What are the pros and cons of each?
- Can you explain the bias-variance trade-off and how it relates to model evaluation?
“I went with the classic 'range of plausible values' framing and tried to avoid saying 'probability the true value is in here' because I knew that was wrong.”