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How do you narrow down millions of items to 100 in milliseconds? 6. Monitoring & Maintenance

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Collaborative filtering vs. Two-tower models. How do you narrow down millions of items

Do you need real-time predictions?

Define the goal. Is it a ranking problem or a classification problem? What are the scale requirements (QPS)? Are we optimizing for precision or recall? 2. Data Engineering & Schema In ML, data is king. You must discuss: Where is the raw data coming from? Features: What signals are most predictive? GBDT (high accuracy

Why choose a Vector Database over a standard SQL store? Recommended Topics to Study:

Master the Machine Learning System Design Interview: The Ultimate Guide