Osipov C. MLOps Engineering at Scale 2022

Textbook in PDF format

Manning Publications Co., 2022. — 344 p. — ISBN: 978-1617297762.
MLOps Engineering at Scale teaches you how to implement efficient machine learning systems using pre-built services from AWS and other cloud vendors. This easy-to-follow book guides you step-by-step as you set up your serverless ML infrastructure, even if you’ve never used a cloud platform before. You’ll also explore tools like PyTorch Lightning, Optuna, and MLFlow that make it easy to build pipelines and scale your deep learning models in production