MLOps Engineering at Scale

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 befo...

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Detalles Bibliográficos
Otros Autores: Osipov, Carl, author (author)
Formato: Libro electrónico
Idioma:Inglés
Publicado: Shelter Island : Manning Publications Co 2022.
Materias:
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009655507506719
Descripción
Sumario: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.
Notas:Includes index.
Descripción Física:1 online resource (xxii, 319 pages ) : illustrations
ISBN:9781617297762