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Evaluating LLM Synthetic Data

SentinelOneMediumSystem Design00:00
SentinelOne
Your interviewer · Machine Learning Engineer
In session
Interviewer

Welcome to your interview for the Machine Learning Engineer role at SentinelOne.

The question is on your right: Evaluating LLM Synthetic Data. Take a moment with it first.

Talk your thinking through with me if you like - when you're confident, submit your answer and I'll grade it like a real screen. You have three graded attempts to score 7/10 or better.

Only Submit answer is graded - discussion is free practice.

Problem

How do you evaluate the efficacy of using synthetic data generated by an LLM for training downstream classification models?