Structured Output Generation: Reliable JSON from Language Models

Introduction: LLMs generate text, but applications need structured data—JSON objects, database records, API payloads. Getting reliable structured output from language models requires more than asking nicely in the prompt. This guide covers practical techniques for structured generation: defining schemas with Pydantic or JSON Schema, using constrained decoding to guarantee valid output, implementing retry logic with […]

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End of Microsoft Virtual Academy–Welcome to Microsoft Learn

In October, During Ignite 2018 Conference in Orlando, Microsoft announced the availability of new free interactive and sandbox based learning platform called  “Microsoft Learn”, and during these months Microsoft has been adding more and more specific contents for different roles such as Azure Developer, Azure Administrator, Azure Architect etc. There is a specific learning path […]

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Azure Cognitive Services–Experience Image Recognition using Custom Vision (Build an Harrison Ford Classifier)

Custom Vision Service as part of Azure Cognitive Services landscape of pretrained API services, provides you an ability to customize the state-of-the-art Computer Vision models for your specific use case. Using custom vision service you can upload set of images of your choice and categorize them accordingly using tags/categories and automatically train the image recognition […]

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