The book covers essential technical implementations from ML fundamentals through advanced deployment strategies, focusing on practical patterns. Core topics include Kubernetes-native GPU scheduling and resource management, MLOps pipeline architectures using Kubeflow/MLflow, and advanced model serving patterns. It details data management architectures, vector databases, and RAG systems, alongside monitoring solutions with Prometheus/Grafana. Finally, we will look at some advanced concerns for production in the realm of security and data reliability.
By:
Jonathan Baier Imprint: BPB Publications Dimensions:
Height: 235mm,
Width: 191mm,
ISBN:9789365898323 ISBN 10: 9365898323 Pages: 284 Publication Date:28 February 2025 Audience:
General/trade
,
ELT Advanced
Format:Paperback Publisher's Status: Active
Jonathan Baier is an emerging technology leader living in Northern Virginia and Yokohama, Japan. He has worked in technology for more than 20 years, always using his curiosity to dive into new trends and technologies as they emerge.