LTIMindtree
Global technology consulting and digital solutions company.
4 Rounds
~21 Days
Medium
The Interview Loop
Recruiter Screen (30 min)
Standard fit check, behavioral questions, and resume overview.
Technical Loop (3-4 Rounds)
Deep dive into domain knowledge, coding, and system design.
Interview Question Bank
Data Scientist
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System Design
•
medium
Walk me through how you would deploy a trained machine learning model as a REST API using FastAPI on Azure.
#Azure
#FastAPI
#Deployment
#Docker
Data Scientist
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System Design
•
medium
How do you monitor data drift and concept drift in a deployed machine learning model? What actions do you take if drift is detected?
#MLOps
#Model Monitoring
#Drift
Machine Learning Engineer
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Technical
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medium
In a recent client project, we noticed our model's performance degrading over time. Explain the difference between Concept Drift and Data Drift, and how you would detect them.
#Model Monitoring
#Data Drift
#Production ML
Machine Learning Engineer
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Technical
•
medium
Explain how you would use Docker to containerize a Machine Learning model built with FastAPI. What does your Dockerfile look like?
#Docker
#FastAPI
#Deployment
Machine Learning Engineer
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Technical
•
medium
What is MLflow used for in an ML pipeline? Describe how you would track experiments and register a model.
#MLflow
#Experiment Tracking
#Model Registry
Difficulty Radar
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The "Standard" Interviewer
Senior EngineerFocuses on core competencies, system constraints, and clear communication.
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Think Out Loud
Always explain your thought process before writing code or drawing architecture.