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The book dedicates significant space to the foundation of any ML system: Data. Unlike traditional software where data is a side effect, in ML, data is the fuel. Aminian guides readers through designing data pipelines, handling data imbalance, and ensuring data quality. He covers the critical distinction between offline training data and online serving data, a common pitfall in system design interviews. --- Machine Learning System Design Interview Ali Aminian Pdf