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Senior Machine Learning Engineer Interview Questions
615 senior machine learning engineer interview questions shared by candidates
Design a system that mines logs for billions of emails that didn't go out when the issue was sparatic
Have you ever used AWS?
Behavioral, ML system design, describe a project you've done in detail
Mostly about prompt engineering and basic LLM concepts. The final interview was the tricky one. They expected a Manager mentality even if the position was "technical"
1. Call with the Recruiter: The questions were general and non-technical, such as "Tell me about yourself and your experience" and "Why are you interested in Ninety?" Typical questions that you'd expect from a non-technical recruiter. 2. Technical Interview: First part: I was asked to explain a sentiment analysis implementation, walking through the code line by line while thinking out loud. This included discussing how the code works, identifying the hyper-parameters, and suggesting ways to tune and improve performance. Second part: This focused on a broad range of machine learning and data science topics. Some key questions included: Explain Naive Bayes and Bayes' Theorem. How does it work? What is the Transformer architecture? Can you explain each component in detail? How is feature engineering done in Computer Vision tasks? What is the ResNet architecture, and how does it work? The interview covered both breadth and depth across ML/DL topics. Some LLM questions, involving RAG, etc. The other two interview: project that you're proud of? the challenges you face doing a project and how did you resolve it? followed by many more questions about the current project that they had and the challenges and asked me how would I approach them and my resolutions? ...
Coding/Problem Solving: The vending machine and coin change
What's you strength and weakness, cliche like that.
Once a machine learning model is in production, what do you do to maintain it?
Can you describe a challenging deployment issue you encountered in the past, and how you approached diagnosing and resolving it?
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