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Design a file sharing system like Dropbox.

Estimate the value of Pi using Monte Carlo Algorithm

Can you craft a function to evaluate the root mean squared error of two arrays?

How do you weigh the pros and cons of different algorithms when selecting the most appropriate one for a specific machine learning task?

Can you explain how tf-idf works in detail?

In what ways does information theory assist in contrasting language models, and could you give an example of its application for model comparison?

What are your thoughts on using Rectified Linear Unit as an activation function compared to other activation functions?

Design a distributed rate limiter.

Which optimization algorithms are you acquainted with? Can you discuss strategies for dealing with an optimization task that involves a million variables? Could you walk me through the workings of the simplex method in optimization?

What are your strategies to tackle the vanishing or exploding gradient problem in deep learning?