CDA (Clinical Document Architecture): The XML Standard for Medical Documents

What is CDA and Why It Matters CDA Document Structure Sample CDA Document Structure .NET CDA Parsing Implementation CDA Document Generation Common CDA Sections (C-CDA) CDA vs FHIR Documents Standards and References Related Articles in This Series Conclusion

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Azure Machine Learning: A Solutions Architect’s Guide to Enterprise MLOps

The journey from experimental machine learning models to production-ready AI systems represents one of the most challenging transitions in modern software engineering. Having spent over two decades architecting enterprise solutions, I’ve witnessed the evolution from manual model deployment to sophisticated MLOps platforms. Azure Machine Learning stands at the forefront of this transformation, offering a comprehensive […]

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Difference between workload managed identity, Pod Managed Identity and AKS Managed Identity

Azure Kubernetes Service(AKS) offers several options for managing identities within Kubernetes clusters, including AKS Managed Identity, Pod Managed Identity, and Workload Managed Identity. Here’s a comparison of these three options: Key Features AKS Managed Identity Pod Managed Identity Workload Managed Identity Overview A built-in feature of AKS that allows you to assign an Azure AD […]

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Python Machine Learning Frameworks: Scikit-learn, TensorFlow, and PyTorch Compared

Compare Python’s leading ML frameworks for enterprise deployments. Learn when to use Scikit-learn for classical ML, TensorFlow for production deep learning, and PyTorch for research flexibility with production-ready code examples.

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LLM Fine-Tuning Techniques: From LoRA to Full Parameter Training

Introduction: Fine-tuning transforms general-purpose LLMs into specialized models that excel at your specific tasks. While prompting can get you far, fine-tuning unlocks capabilities that prompting alone cannot achieve: consistent output formats, domain-specific knowledge, reduced latency from shorter prompts, and behavior that would require extensive few-shot examples. This guide covers the practical aspects of LLM fine-tuning: […]

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Private Kubernetes cluster in AKS with Azure Private Link

Today, we’ll take a look at a new feature in AKS called Azure Private Link, which allows you to connect to AKS securely and privately over the Microsoft Azure backbone network. In the past, connecting to AKS from an on-premises network or other virtual network required using a public IP address, which posed potential security […]

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