Distributed Machine Learning Patterns

Inside Distributed Machine Learning Patterns you’ll learn to apply established distributed systems patterns to machine learning projects—plus explore cutting-edge new patterns created specifically for machine learning. Firmly rooted in the real world, this book demonstrates how to apply patterns usi...

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Bibliographic Details
Main Author: Tang, Yuan (-)
Format: eBook
Language:Inglés
Published: New York : Manning Publications Co. LLC 2024.
Edition:1st ed
Subjects:
See on Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009794933006719
Table of Contents:
  • Part 1. Basic concepts and background. Introduction to distributed machine learning system
  • Part 2. Patterns of distributed machine learning systems. Data ingestion patterns
  • Distributed training patterns
  • Model serving patterns
  • Workflow patterns
  • Operation patterns
  • Part 3. Building a distributed machine learning workflow. Project overview and system architecture
  • A complete implementation.