Machine learning model serving patterns and best practices a definitive guide to deploying, monitoring and providing easy accessibility to machine learning models in production /

Become a successful machine learning professional by effortlessly deploying machine learning models to production and implementing cloud-based machine learning models for widespread organizational use Key Features Learn best practices about bringing your models to production Explore the tools availa...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Islam, Md Johirul (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham : Packt Publishing, 2022.
Temas:
Manufacturing processes > Data processing.
Machine learning > Industrial applications.
Fabrication > Informatique.
Apprentissage automatique > Applications industrielles.
Machine learning > Industrial applications
Manufacturing processes > Data processing
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • Table of Contents Introducing Model Serving Introducing Model Serving Patterns Stateless Model Serving Continuous Model Evaluation Keyed Prediction Batch Model Serving Pattern Online Learning Model Serving Two-Phase Model Pattern Pipeline Pattern Model Serving Ensemble Model Serving Pattern Business Logic Pattern Exploring Tensorflow Serving Using Ray Serve Using BentoML Serving ML Models using a Fully Managed Cloud Solution.

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