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Which element in the array occupies the 18th largest position in terms of value?

Build a high-throughput rate-limiting service for distributed applications.

How would you write a program that discerns the longest palindrome contained in a given string?

Why is it necessary to use regularization methods in machine learning?

Given that you have labels for your clustering problem, what steps would you take to assess the performance of the model?

I'm interested in your experience using cross-validation to assess the effectiveness of a machine learning model.

How do you tackle the issue of high cardinality within categorical data fields?

Create a customer service ticketing system for large-scale operations.

How would you describe the time complexity characteristic of SVM training? Can you describe the time complexity for the inference phase in SVMs? Can you compare the time complexities for training and inference in SVMs with linear and RBF kernels?

Could you outline an algorithm for detecting the longest strictly increasing subarray via dynamic programming?