Design a Skills inference system

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Quick Overview

This question evaluates the ability to design an end-to-end machine learning system for skills inference, including data source integration, labeling strategy, taxonomy normalization, model training and evaluation metrics, serving architecture, and monitoring.

Design a Skills inference system

Company: LinkedIn

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Onsite

Overview: This question evaluates the ability to design an end-to-end machine learning system for skills inference, including data source integration, labeling strategy, taxonomy normalization, model training and evaluation metrics, serving architecture, and monitoring.

Read the full LinkedIn Machine Learning Engineer interview experience this question came from

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LinkedIn
Feb 11, 2026
mediumMachine Learning EngineerOnsiteML System Design
14
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