Design a game genre classifier

Quick Overview

This question evaluates system design and machine learning competencies, including multi-modal modeling (text, images, tabular), data and label quality, model selection, training pipelines, serving architecture, latency and cold-start handling, and monitoring/MLOps for an end-to-end genre classification system.

Design a game genre classifier

Company: Roblox

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Onsite

Overview: This question evaluates system design and machine learning competencies, including multi-modal modeling (text, images, tabular), data and label quality, model selection, training pipelines, serving architecture, latency and cold-start handling, and monitoring/MLOps for an end-to-end genre classification system.

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Roblox
Feb 27, 2026
mediumMachine Learning EngineerOnsiteML System Design
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