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How would you craft a recommendation service that reflects a user's auditory preferences, and what historical listening details would you leverage?

Tell me about an experience where you lead a team

Do you have any specific tricks you use to minimize residuals in statistical models?

How do you approach estimating a user's lifetime value?

Can you discuss your strategy for presenting the outputs of a machine learning project to non-technical stakeholders?

Can you discuss the meaning of training and loss graphs in relation to neural networks? How do different loss functions alter the shape of the loss graph, and what are some commonly employed ones? How do the training and loss graphs differ, and how do they aid in optimizing and maximizing model performance?

What is your understanding of the term tf-idf? How does it help in information retrievals?

How can the principle of regression be conveyed to an executive without relying on statistical jargon?

Is there anything you would change to make Segment better?

Elaborate on your strategy to optimize a lethargic SQL query.