Design a Skills inference system

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

Quick Answer: 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.

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Feb 11, 2026, 12:00 AM
mediumMachine Learning EngineerOnsiteML System Design
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