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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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The lesson was built using core resources from OpenAI and Microsoft Foundry as references for the terminology and tutorials. Here is a non-comprehensive list for your own self-guided learning journeys. Every link below points to current, supported material.
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In this tutorial we fine-tune gpt-4.1-mini with SFT to build a chatbot that answers questions about the periodic table with a limerick.
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Generative AI is a fascinating field of artificial intelligence that focuses on creating systems capable of generating new content. This content can range from text and images to music and even entire virtual environments. One of the most exciting applications of generative AI i…
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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This document outlines recommended enhancements and improvements for the Generative AI for Beginners curriculum, based on a comprehensive code review and analysis of industry best practices.
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This document outlines security best practices for building Generative AI applications, based on common vulnerabilities identified in educational code samples.
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Use this guide if you don’t want to install anything locally. Codespaces gives you a free, browser-based VS Code instance with all dependencies pre-installed.
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Use this guide if you prefer to run everything on your own laptop. You have two paths: (A) native Python + virtual-env or (B) VS Code Dev Container with Docker. Choose whichever feels easier—both lead to the same lessons.
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Assignments may also be setup to work against one or more Large Language Model (LLM) deployments through a supported service provider like OpenAI, Azure or Hugging Face. These provide a hosted endpoint (API) that we can access programmatically with the right credentials (API key…
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We are very excited for you to start this course and see what you get inspired to build with Generative AI!
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In this curriculum, we’ll explore how our startup leverages generative AI to unlock new scenarios in the education world and how we address the inevitable challenges associated with the social implications of its application and the technology limitations.
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In this chapter, we're looking to compare and contrast different types of large language models (LLMs) to understand their pros and cons.
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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21 Lessons, Get Started Building with Generative AI
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Prompt engineering is the process of designing and optimizing prompts for natural language processing tasks. It involves selecting the right prompts, tuning their parameters, and evaluating their performance. Prompt engineering is crucial for achieving high accuracy and efficien…
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21 Lessons, Get Started Building with Generative AI
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In this chapter, you'll move from experimenting with different prompts to understanding why one prompt works better than another.
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21 Lessons, Get Started Building with Generative AI
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You've seen so far through this curriculum that there are core concepts like prompts and even a whole discipline called "prompt engineering". Many tools you can interact with like ChatGPT, Office 365, Microsoft Power Platform and more, support you using prompts to accomplish som…