Generative AI on Kubernetes. Operationalizing Large Language Models Roland Huß, Daniele Zonca
- Autorzy:
- Roland Huß, Daniele Zonca
- Wydawnictwo:
- O'Reilly Media
- Ocena:
- Stron:
- 406
- Dostępne formaty:
-
ePubMobi
Opis
książki
:
Generative AI on Kubernetes. Operationalizing Large Language Models
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 combine 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 how to deploy LLMs more efficiently with optimized inference runtimes
- Get hands-on with GPU scheduling, including hardware detection and multinode scaling
- Monitor and understand LLM-specific metrics like Time to First Token and token throughput
- Know when to fine-tune a model or when retrieval augmentation is the better choice
- Discover how to evaluate models with standardized benchmarks before committing GPU resources
- Learn to run agentic applications with secure tool integration, identity management, and persistent state
Wybrane bestsellery
Szczegóły książki
- ISBN Ebooka:
- 978-10-981-7188-9, 9781098171889
- Data wydania ebooka :
-
2026-02-27
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- Język publikacji:
- angielski
- Rozmiar pliku ePub:
- 6.6MB
- Rozmiar pliku Mobi:
- 6.6MB
- Zgłoś erratę
- Kategorie:
Sztuczna inteligencja
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Questo lavoro č stato tradotto utilizzando l'AI. Siamo lieti di ricevere il tuo feedback e i tuoi commenti: translation-feedback@oreilly.com I recenti progressi nell'intelligenza artificiale non solo hanno fatto crescere la domanda di prodotti AI, ma hanno anche reso piů facile per chiunque voglia creare prodotti AI. L'approccio "model--
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