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Tata Consultancy Services Interview Questions

The questions to prepare for Tata Consultancy Services interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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Design an LLM Serving Platform
Hard

Design an LLM serving system that balances latency, cost, scalability, and safety for production traffic.

Cold StartFeature StoreModel Serving
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Design a Personalized Product Recommender
Hard

Design an end-to-end product recommendation system for a large e-commerce marketplace with strict latency and freshness needs.

Feature StoreFeature DriftModel Serving
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Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularization
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Supervised vs Unsupervised Learning
Easy

Explain how supervised, unsupervised, and reinforcement learning differ in data, objectives, and evaluation.

Unsupervised LearningFeature EngineeringSupervised Learning
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Star vs Snowflake for Sales Analytics
Medium

Compare star and snowflake schemas for warehouse design, including trade-offs in normalization, query simplicity, and analytics performance.

JoinsData WranglingGroup By
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Handling Missing Data in SQL
Easy

Explain how to identify, assess, and handle missing values in SQL using NULL checks, COALESCE, and validation logic.

Data WranglingCase WhenQuality
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Use Vector Databases with Embeddings
Hard

Explain how embeddings and vector databases fit into a retrieval pipeline for grounded AI responses.

Language ModelsText ClassificationWord Embeddings
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