Machine Learning Production Systems

Engineering Machine Learning Models and Pipelines
Whether you currently work to create products and services that use machine learning, or would like to in the future, this practical book teaches you the basics and advanced aspects of the production ML lifecycle.

Using machine learning for products, services, and critical business processes is quite different from using ML in an academic or research setting-especially for recent ML graduates and those moving from research to a commercial environment. Whether you currently work to create products and services that use ML, or would like to in the future, this practical book gives you a broad view of the entire field.

Authors Robert Crowe, Hannes Hapke, Emily Caveness, and Di Zhu help you identify topics that you can dive into deeper, along with reference materials and tutorials that teach you the details. You'll learn the state of the art of machine learning engineering, including a wide range of topics such as modeling, deployment, and MLOps. You'll learn the basics and advanced aspects to understand the production ML lifecycle.

This book provides four in-depth sections that cover all aspects of machine learning engineering:

• Data: collecting, labeling, validating, automation, and data preprocessing; data feature engineering and selection; data journey and storage
• Modeling: high performance modeling; model resource management techniques; model analysis and interoperability; neural architecture search
• Deployment: model serving patterns and infrastructure for ML models and LLMs; management and delivery; monitoring and logging
• Productionalizing: ML pipelines; classifying unstructured texts and images; genAI model pipelines

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• All orders are shipped from our warehouse in Northampton, UK within 48 hours of receipt during working hours.
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• International estimated delivery times:
• Europe & Channel Islands: 7 to 10 working days
• USA: 7 to 15 working days
• Rest of the World: 9 to 21 working days

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