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Can you identify the problems that tend to surface with models that are heavily layered?

What optimization techniques ares you familiar with and how do they basically work? How would you find the optimal price given a linear demand function?

Is there anything you can tell me about attention mechanisms in neural networks?

In your past data analysis projects, how did you go about identifying outliers?

Describe a project you're really proud of.

Describe an occasion when you failed to reach a goal.

Can you elaborate on your decision-making process for handling datasets that display class imbalance issues in binary classification?

What's the procedure for producing 1000 normally distributed samples with mean=x and variance=y in R, conducting a summary statistical analysis, and graphing a density plot? Implement the equivalent in Python via the Codility online editor.

In one minute, describe your work experience

Take me through a time when you took a risk.