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Develop a media hosting and delivery platform.

Design a system for managing a distributed consensus algorithm.

What are your go-to optimization techniques and how do they essentially operate?

How do you develop a binary search algorithm and detail its computational complexity? Is there a way to improve its performance?

Can you explain the meaning of the coefficients in a logistic regression model?

Given an array of integers, how would you go about identifying the subarray of length k with the highest possible sum?

What is the importance of precision and recall in the field of ML? How can you use these two metrics to evaluate and optimize machine learning models?

Can you outline the steps to construct a binary tree if you're provided with its preorder and inorder traversal lists?

Could you discuss the computational complexity involved in training an SVM? What is the time complexity associated with making predictions using a trained SVM? How does the choice of kernel in an SVM affect the time complexity for both training and inference?

How familiar are you with regularization in the context of machine learning?