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Azure AI and Machine Learning in the Agentic Era: A Practitioner's Guide to Building Production Systems

Azure AI and Machine Learning in the Agentic Era: A Practitioner's Guide to Building Production Systems

Paperback

General ComputersProbability & StatisticsProgramming

Publisher Price: $59.99

PREORDER - Expected ship date April 13, 2027

ISBN13: 9798868832000
Publisher: Apress
Published: Apr 13 2027
Language: English

Most enterprise AI projects succeed as pilots and fail at scale. The difference is almost always the system, not the model.

Embark on a journey through the full Azure AI ecosystem, from the early days of Azure Machine Learning to the intelligence of Microsoft Foundry, bridging classical ML, multi-modal AI services, and next-generation generative and agentic systems. Design data foundations, choose and deploy models, orchestrate RAG and multi-agent workflows over MCP, operationalize and govern the whole stack with Responsible AI for real-world systems. Explore the seven-layer architecture that underpins production AI systems: Foundation, Knowledge, Intelligence, Orchestration, Experience, Observability, and Trust, and use it to build hybrid ML-GenAI applications, enterprise agents, and Autopilots. By the end of the book, readers will not only understand the mechanics of Azure's AI ecosystem, but also the philosophy behind building intelligent, explainable, secure, and sustainable AI for the Agentic Era.

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Programming