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Review: Building Machine Learning Systems with a Feature Store

Jim Dowling's O'Reilly book 'Building Machine Learning Systems with a Feature Store' offers a practical guide for deploying machine learning models into production, based on a course he taught at KTH in Stockholm. The book addresses the challenge of moving from training models on tidy datasets to serving real users with fresh data daily.

read1 min views1 publishedJul 7, 2026

Many people come to machine learning by training a model on a tidy dataset, and then meet a harder problem: making that model work for real users, on fresh data, every day. Jim Dowling’s O’Reilly book, Building Machine Learning Systems with a Feature Store, is written for that moment. Dowling, CEO of Hopsworks, based the book on a course he taught at KTH in Stockholm, so it reads like a guided walk through building real … More

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