Designing Deep Learning Systems A Software Engineer's Guide

A vital guide to building the platforms and systems that bring deep learning models to production. In Designing Deep Learning Systems you will learn how to: Transfer your software development skills to deep learning systems Recognize and solve common engineering challenges for deep learning systems...

Descripción completa

Detalles Bibliográficos
Autor principal: Wang, Chi (Computer scientist) (-)
Otros Autores: Szeto, Donald
Formato: Libro electrónico
Idioma:Inglés
Publicado: New York : Manning Publications Co. LLC 2023.
Edición:1st ed
Materias:
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009801533906719
Tabla de Contenidos:
  • An introduction to deep learning systems
  • Dataset management service
  • Model training service
  • Distributed training
  • Hyperparameter optimization service
  • Model serving design
  • Model serving in practice
  • Metadata and artifact store
  • Workflow orchestration
  • Path to production.