Generative AI on Kubernetes: Operationalizing Large Language Models - Couverture souple

Huss, Roland; Zonca, Daniele

 
9781098171926: Generative AI on Kubernetes: Operationalizing Large Language Models

Synopsis

Generative AI is revolutionizing industries, and Kubernetes has fast become the backbone for deploying and managing these resource-intensive workloads. This book serves as a practical, hands-on guide for MLOps engineers, software developers, Kubernetes administrators, and AI professionals ready to unlock AI innovation with the power of cloud native infrastructure. Authors Roland Huß and Daniele Zonca provide a clear road map for training, fine-tuning, deploying, and scaling GenAI models on Kubernetes, addressing challenges like resource optimization, automation, and security along the way.

With actionable insights with real-world examples, readers will learn to tackle the opportunities and complexities of managing GenAI applications in production environments. Whether you're experimenting with large-scale language models or facing the nuances of AI deployment at scale, you'll uncover expertise you need to operationalize this exciting technology effectively.

  • Learn to run GenAI models on Kubernetes for efficient scalability
  • Get techniques to train and fine-tune LLMs within Kubernetes environments
  • See how to deploy production-ready AI systems with automation and resource optimization
  • Discover how to monitor and scale GenAI applications to handle real-world demand
  • Uncover the best tools to operationalize your GenAI workloads
  • Learn how to run agent-based and AI-driven applications

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À propos des auteurs

Dr. Roland Huss is a seasoned software engineer with over 25 years of experience in the field. Currently working at Red Hat, he is the architect of OpenShift Serverless and a former member of the Knative TOC. Roland is a passionate Java and Golang coder and a sought-after speaker at tech conferences. An advocate of open source, he is an active contributor and enjoys growing chili peppers in his free time.

Daniele Zonca is a Senior Principal Software Engineer and Architect for model serving of Red Hat OpenShift AI, Red Hat's flagship AI product combining multiple stacks.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.