(Ebook) MLOps Engineering at Scale by Carl Osipov ISBN 9781617297762, 1617297763

(Ebook) MLOps Engineering at Scale by Carl Osipov ISBN 9781617297762, 1617297763

Dodge costly and time-consuming infrastructure tasks, and rapidly bring your machine learning models to production with MLOps and pre-built serverless tools!In MLOps Engineering at Scale you will learn:• Extracting, transforming, and loading datasets• Querying datasets with SQL• Understanding automatic differentiation in PyTorch• Deploying model training pipelines as a service endpoint• Monitoring and managing your pipeline’s life cycle• Measuring performance improvementsMLOps Engineering at Scale shows you how to put machine learning into production efficiently by using pre-built services from AWS and other cloud vendors. You’ll learn how to rapidly create flexible and scalable machine learning systems without laboring over time-consuming operational tasks or taking on the costly overhead of physical hardware. Following a real-world use case for calculating taxi fares, you will engineer an MLOps pipeline for a PyTorch model using AWS server-less capabilities.