DXC Technology

DXC Technology

American multinational B2B IT services provider.

4 Rounds ~21 Days Medium
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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

Machine Learning Engineer Technical medium

Explain the bias-variance tradeoff. How does it apply to Random Forests compared to single Decision Trees?

#Ensemble Methods #Model Evaluation #Theory
Machine Learning Engineer Technical medium

How do you handle highly imbalanced datasets, such as those found in enterprise fraud detection?

#Data Imbalance #Fraud Detection #Metrics
Machine Learning Engineer Technical hard

Explain how Gradient Boosting works. What are the key differences between XGBoost and LightGBM?

#Boosting #XGBoost #LightGBM
Machine Learning Engineer Technical medium

What are the core assumptions of linear regression, and how do you validate them before deploying a model?

#Linear Regression #Statistics
Machine Learning Engineer Technical easy

How does L1 (Lasso) regularization differ from L2 (Ridge) regularization mathematically and practically?

#Regularization #Feature Selection
Machine Learning Engineer Technical medium

How do you evaluate the performance of an unsupervised learning model like K-Means clustering?

#Unsupervised Learning #Clustering #Metrics
Machine Learning Engineer Technical easy

Explain the difference between bagging and boosting ensemble methods.

#Ensemble Methods #Bagging #Boosting

Difficulty Radar

Based on recent AI-sourced data.

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The "Standard" Interviewer

Senior Engineer

Focuses 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.

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