Build and Defend a Baseline Model from a CSV

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Quick Overview

Practice an end-to-end data science modeling case using a CSV, from defining the target and preventing leakage to choosing a validation split and baseline. The solution also covers checking AI-generated code and planning deployment, monitoring, rollback, and retraining.

Build and Defend a Baseline Model from a CSV

Company: Microsoft

Role: Data Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Overview: Practice an end-to-end data science modeling case using a CSV, from defining the target and preventing leakage to choosing a validation split and baseline. The solution also covers checking AI-generated code and planning deployment, monitoring, rollback, and retraining.

Read the full Microsoft Data Scientist interview experience this question came from

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Microsoft
Jun 29, 2026
mediumData ScientistOnsiteMachine Learning
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