Foundations of AI in Microsoft Azure - Episode 17: Blueprint for Responsible Generative AI Development

Foundations of AI in Microsoft Azure - Episode 18: Azure AI Agent Fundamentals and Development Options

Move beyond simple chatbots. This episode explores the future of automation with AI Agents on Azure, defined as intelligent software systems that combine generative AI models with contextual data to autonomously complete tasks. We examine how multi-agent solutions can handle complex workflows. We then detail the development options, ranging from low-code platforms like Microsoft Copilot Studio for business users, to code-first frameworks such as the Azure AI Agent Service, Semantic Kernel, and AutoGen for professional developers. Finally, we break down the Azure AI Agent Service's core: the model (for prompts), knowledge (for grounding), and tools (for action automation). Tune in to understand the platform and frameworks driving the next generation of enterprise automation.https://learnazure4free.com/ [https://learnazure4free.com/]

Foundations of AI in Microsoft Azure - Episode 17: Blueprint for Responsible Generative AI Development

This episode breaks down the crucial four-stage process for building safe and ethical AI solutions. First, they Identify Harms by rigorously testing for risks like bias and false content. Second, they Measure Harms, establishing baselines for system performance and risk presence. Third, they Mitigate Risks by applying a layered defense that ranges from model tuning to user experience design. Finally, they Operate Responsibly, ensuring ongoing safety through compliance, phased rollouts, and robust incident plans. We explore how this guidance, which champions continuous testing and tools like Azure AI Content Safety, is defining the future of trustworthy AI deployment.https://learnazure4free.com/ [https://learnazure4free.com/]

Foundations of AI in Microsoft Azure - Episode 16: Developing Azure AI Solutions

Unlock the power of Artificial Intelligence on Microsoft Azure. This episode explores core AI capabilities—Generative AI, Computer Vision, and NLP—and details the Azure AI service suite, including specialized APIs like Azure OpenAI.

Foundations of AI in Microsoft Azure - Episode 15: Generative AI Fundamentals and Microsoft Copilot

In this episode, we demystify the world of Generative AI. We'll explore the core technology that powers applications like Microsoft Copilot, breaking down key concepts like the transformer architecture, tokenization, and the attention mechanism. We'll also discuss the difference between Large Language Models (LLMs) and Small Language Models (SLMs) and how they are used to create original content from simple text prompts. Finally, we'll dive deep into Microsoft Copilot's integration across a range of Microsoft applications, from Word to Dynamics 365, and discuss how businesses can use tools like Copilot Studio to build their own custom AI agents.

Foundations of AI in Microsoft Azure - Episode 14: Azure AI Search - Fundamentals and Querying

Are you looking to build powerful, intelligent search experiences for your applications? This episode dives deep into Microsoft's Azure AI Search, a Platform as a Service (PaaS) solution that goes far beyond simple keyword matching. Join us as we explore the core concepts of knowledge mining and how Azure AI Search makes it accessible. We'll break down its key features, including: * Ingesting data from a wide range of sources. * The power of vector search and other advanced search and analysis capabilities. * Leveraging AI enrichment to extract valuable insights and structure from unstructured data. * Linguistic analysis that supports a remarkable 56 languages. We’ll also walk through the anatomy of a search solution, explaining the critical role of the indexing pipeline in transforming your raw data into a rich, searchable index. Finally, we’ll cover the practical steps of creating and querying an index, from using the user-friendly Azure Portal to understanding different query syntaxes. https://learnazure4free.com/ [https://learnazure4free.com/]