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Architecting Secure Ai-Native and ML Cloud Systems on Azure: Design Patterns for Building Intelligent, Trusted, and Scalable Platforms
Paperback
General ComputersProbability & StatisticsProgramming
Publisher Price: $59.99
Publisher: Apress
Published: Apr 13 2027
Language: English
Modern cloud platforms are evolving into intelligent systems that can sense, reason, and act in real time. This book shows you how to design these next-generation platforms by embedding AI and ML directly into cloud architectures. Moving beyond traditional batch processing, the book introduces AI-native principles and the signals-to-insights-to-actions paradigm, helping you build systems that continuously learn and respond.
You'll explore core architectural patterns, including event-driven design, scalable data and ML pipelines, and real-time inference using Azure services such as Event Grid, Azure Machine Learning, and Kubernetes Service. The book also covers MLOps, model serving, observability, and resilience--making sure your systems are production-ready and scalable.
Security and governance remain central throughout, with guidance on Zero Trust, identity-first security, responsible AI, and compliance. By the end, you'll have a clear blueprint for architecting secure, intelligent cloud systems that deliver real-time, trusted outcomes at scale.
What You Will Learn:
- Design modern, AI-native cloud architectures on Azure that can respond in real time
- Know practical ways to integrate AI and machine learning into everyday applications
- Build secure, trustworthy systems using Zero Trust and responsible AI practices
- Discover approaches to creating scalable data pipelines and running ML models in production
- Turn continuous data signals into meaningful insights and automated actions
Who This Book Is For:
Cloud architects, developers, and AI/ML engineers who want to build secure, intelligent systems on Azure
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