I applied in-person. I interviewed at e-Procurement Technologies (Ahmedabad) in Aug 2025
Interview
The interview process focused a lot on machine learning and LLM-related topics. They asked about different ML algorithms, how a large language model can be served in a production setup like sccle, and how to deploy an LLM model either locally or on the cloud. They also went into how to handle multiple requests from the same user efficiently in a real-time system.
There were deep technical questions about past projects, and they expected detailed explanations around architecture, challenges faced, and optimization techniques used. They also asked about how a RAG (retrieval-augmented generation) system works and how it integrates with LLMs for better performance. A good understanding of optimization methods like quantization, distillation, and model serving strategies was expected.
In addition to the theory, there were two Python coding questions.
Overall, the interview was deep and technical, mostly focused on applied machine learning, LLMs, and production-level deployment.
Interview questions [1]
Question 1
How would you serve an LLM model at scale?
How do you deploy an LLM locally using FastAPI or Docker?
What are the challenges of deploying an LLM in a cloud setup like AWS or GCP?
How would you handle multiple requests coming from the same user to your LLM service?
What would you do to ensure consistent responses while maintaining performance?
Explain how a RAG system works?
Which vector database would you use and how do you manage chunking and embeddings?
I applied online. The process took 1 week. I interviewed at e-Procurement Technologies in Jul 2023
Interview
1.Telephonic round of Technical Questions ( they will ask about basic questions of dot net core ,sql)
2. Practical round (I have created one web application using angular,dot net core and sql server)
3.Hr round salary discussion family details.
I interviewed at e-Procurement Technologies (Ahmedabad)
Interview
good steps by step all well went with good understanding and comfort also gave lunch and transport allowances. i reached on time so they were also happy. so interview went well with all good steps and i passed but not accepected offer due to other better offer.