Distributed Machine Learning Patterns (MEAP V07)
Distributed Machine Learning Patterns (MEAP V07)
English | 2023 | ISBN: 9781617299025 | 295 Pages | PDF EPUB | 19 MB
English | 2023 | ISBN: 9781617299025 | 295 Pages | PDF EPUB | 19 MB
Distributed Machine Learning Patterns teaches you how to scale machine learning models from your laptop to large distributed clusters. In it, you’ll learn how to apply established distributed systems patterns to machine learning projects, and explore new ML-specific patterns as well. Firmly rooted in the real world, this book demonstrates how to apply patterns using examples based in TensorFlow, Kubernetes, Kubeflow, and Argo Workflows. Real-world scenarios, hands-on projects, and clear, practical DevOps techniques let you easily launch, manage, and monitor cloud-native distributed machine learning pipelines.