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Design a real-time system for processing network traffic for intrusion detection.

Design a distributed cache system.

Develop an anomaly detection solution for Wish.

Design an online system for reserving movie tickets.

How is information theory utilized in the assessment of language models, and can you illustrate its use with a comparative model evaluation?

Can you explain the consequences of overfitting and underfitting in real-world situations? Could you provide some examples that demonstrate when either of these might happen?

Can you provide a detailed explanation of what constitutes a minimum height tree and the steps to create it?

What patterns have you observed in rider requests, and what do you think is causing them?

Design a system for real-time geolocation tracking.

What are some of the optimization techniques you’ve worked with or studied? What is your methodology for optimizing a function that includes a million variables? Can you describe the procedural steps of the simplex method used for optimization?