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Could you describe the process for estimating the probability of ordering a ride, given a certain set of assumptions? What assumptions are necessary for this calculation? Furthermore, how would you generate a confidence interval for this probability?

Walk me through the steps you would take to predict a user's lifetime value.

How does dimensionality reduction work in Machine Learning? Can you highlight some techniques that are commonly used?

Could you outline a function that manipulates data within a pandas dataframe?

Can you identify the blanagrams from the words given to you - cinema and iceman?

Explain the steps you would take to assess the significance of the results and estimate the difference in campaign effectiveness using data from an A/B test.

What do you think does Thumbtack values in its employees?

Could you explain your experience with detecting outliers in datasets?

I'd like you to tell me about a time when you changed how you worked.

Tell me about a time when you mentored someone