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How confident are you in your skills to construct a KNN classifier from scratch?

Create a targeted advertising platform for the web.

Can you develop a code segment that extracts the longest palindrome from a string?

Develop a micro-posting service similar to Twitter.

How would you detail the workflow from training a machine learning model to its deployment in production?

Find the integer in a sorted array of integers from 0 to n that introduces a problem. Write a function that satisfies this requirement with a time complexity of O(log n).

Design a consensus algorithm for ensuring data consistency across distributed systems.

Design a scheduler for distributed cron jobs.

How do you approach cleaning and restructuring data to optimize its use in machine learning?

Would you elucidate the meaning of training and loss graphs pertaining to neural networks? How does the choice of loss function impact the shape of the loss graph, and what are some extensively used ones? How do the training and loss graphs differ, and what role do they play in optimizing and maximizing model performance?