Recommend Connections Through Mutual Friends and Evaluate the Ranking

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Quick Overview

Build mutual-friend connection recommendations, define bounded candidate scores, and distinguish affinity ranking from NDCG evaluation with independent labels.

Recommend Connections Through Mutual Friends and Evaluate the Ranking

Company: Fireworks

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Onsite

Overview: Build mutual-friend connection recommendations, define bounded candidate scores, and distinguish affinity ranking from NDCG evaluation with independent labels.

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

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Fireworks
Sep 11, 2026
mediumMachine Learning EngineerOnsiteML System Design
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