The selection process had six rounds in total. The first three rounds—aptitude, group discussion, and SME communication—were conducted in college. The next three rounds took place at the office, including two technical rounds covering my resume, programming languages, and SQL, followed by a final HR interview.
I applied through a recruiter. I interviewed at Mastech InfoTrellis (Chennai) in Jan 2024
Interview
1. Can you describe the architecture of a recent ML project, including data flow, pipeline components, model deployment strategy, and how you ensured scalability, performance, and monitoring post-deployment?
2. How would you design a real-time machine learning system that supports low-latency predictions, high availability, and integration with business APIs while handling continuously growing data efficiently?
3. Explain how you would architect a Retrieval-Augmented Generation (RAG) system combining a vector store, retriever, and language model to serve accurate responses in a scalable production environment.
4. When building a machine learning platform for multiple use cases, how do you modularize components like training, serving, and monitoring to allow team collaboration and faster iteration?
5. Describe your approach to choosing between cloud-native services and open-source tools when designing a machine learning system under constraints like budget, security, and deployment timelines.
6. How do you optimize model performance and resource utilization during training and inference, especially under constraints such as limited compute, large datasets, or strict latency requirements?
Interview questions [1]
Question 1
Details about previous projects. Description of any project that you have done.
I applied through a recruiter. The process took 2 weeks. I interviewed at Mastech InfoTrellis (Sacramento, CA) in Dec 2024
Interview
4 interviews with VPs over 2 week period over zoom. Felt interviews went well. Interviewers gave positive feedback. Surprised never heard back from. Completely ghosted by all those involved including the recruiter