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Could you outline the distinctions between neural networks and support vector machines in terms of their usage? What kinds of problems are they ideally suited for solving?

Please describe your proposed approach to creating a system that detects anomalies in a user's server data and sends alerts to get the user's attention.

How do you ensure that an imbalanced dataset does not skew your model’s performance?

What factors do you consider when selecting the value of "k" in the K-means algorithm?

How can one create a binary tree with the knowledge of its preorder and inorder traversals?

Can you explain how to generate confidence intervals around a mean using Python?

As a data analyst, how would you create a predictive model for determining whether future clients would purchase a specific software? What key pieces of information need to be included in the dataset to develop a solid prediction model?

Can you share with me a method to find the shortest distance a knight has to move from point A to point B on an infinite chessboard?