{"id":25564628,"url":"https://github.com/microsoftcloudessentials-learninghub/ai-900studyguide","last_synced_at":"2026-01-27T17:03:00.222Z","repository":{"id":276361422,"uuid":"928612802","full_name":"MicrosoftCloudEssentials-LearningHub/AI-900StudyGuide","owner":"MicrosoftCloudEssentials-LearningHub","description":"Study Guide for AI-900 Microsoft certification. Check the official Microsoft documentation for official materials.","archived":false,"fork":false,"pushed_at":"2025-11-14T05:03:06.000Z","size":727,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-11-14T07:08:44.057Z","etag":null,"topics":["ai-900-questions","ai-900-questions-answers","artificial-intelligence","certification","computer-vision","custom-vision","machine-learning","microsoft","microsoft-azure","natual-language-processing","nlp-machine-learning"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MicrosoftCloudEssentials-LearningHub.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-02-06T23:23:31.000Z","updated_at":"2025-11-14T05:03:09.000Z","dependencies_parsed_at":"2025-08-04T14:29:20.633Z","dependency_job_id":"8205a28d-634c-45f4-bb6e-9ffa4ca3e73d","html_url":"https://github.com/MicrosoftCloudEssentials-LearningHub/AI-900StudyGuide","commit_stats":null,"previous_names":["microsoftcloudessentials-learninghub/ai-900studyguide"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/MicrosoftCloudEssentials-LearningHub/AI-900StudyGuide","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MicrosoftCloudEssentials-LearningHub%2FAI-900StudyGuide","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MicrosoftCloudEssentials-LearningHub%2FAI-900StudyGuide/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MicrosoftCloudEssentials-LearningHub%2FAI-900StudyGuide/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MicrosoftCloudEssentials-LearningHub%2FAI-900StudyGuide/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MicrosoftCloudEssentials-LearningHub","download_url":"https://codeload.github.com/MicrosoftCloudEssentials-LearningHub/AI-900StudyGuide/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MicrosoftCloudEssentials-LearningHub%2FAI-900StudyGuide/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28816571,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-27T12:25:15.069Z","status":"ssl_error","status_checked_at":"2026-01-27T12:25:05.297Z","response_time":168,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai-900-questions","ai-900-questions-answers","artificial-intelligence","certification","computer-vision","custom-vision","machine-learning","microsoft","microsoft-azure","natual-language-processing","nlp-machine-learning"],"created_at":"2025-02-20T21:59:17.048Z","updated_at":"2026-01-27T17:03:00.216Z","avatar_url":"https://github.com/MicrosoftCloudEssentials-LearningHub.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Study Guide: Azure AI Fundamentals (AI-900)\n\nCosta Rica\n\n[![GitHub](https://img.shields.io/badge/--181717?logo=github\u0026logoColor=ffffff)](https://github.com/)\n[brown9804](https://github.com/brown9804)\n\nLast updated: 2025-07-22\n\n----------\n\n\u003e A landing zone is a general `cloud framework that sets up the core structure for all workloads`. Each use case (like an app, data pipeline, or API) then builds on top of this framework, using the `same environments (Dev → Test → UAT → Prod) and CI/CD pipelines to move code safely into production.` It’s general by design, but `applied per use case.`\n\n\u003e [!NOTE]\n\u003e The questions and answers provided in this study guide are for practice purposes only and are not official practice questions. They are intended to help you prepare for the [AI-900 Microsoft certification exam](https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-900). For additional preparation materials and the most up-to-date information, please refer to the [official Microsoft documentation](https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-fundamentals/?practice-assessment-type=certification). Read all here [Study guide for Exam AI-900: Microsoft Azure AI Fundamentals](https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-900)\n\n\n\u003e `How we move from basic coding all the way to AI agents?`\n\n\n```mermaid\nflowchart LR\n    A[Scripting: Line-by-line instructions] --\u003e B[Machine Learning: Packages + statistical foundations]\n    B --\u003e C[LLMs: Reasoning, understanding, human-like responses]\n    C --\u003e D[Agents: LLMs with ability to act]\n\n    %% Styling\n    classDef step fill:#4a90e2,stroke:#333,stroke-width:2px,color:#fff,font-weight:bold;\n    class A,B,C,D step;\n\n    %% Extra notes\n    A:::step\n    B:::step\n    C:::step\n    D:::step\n```\n\n\u003cdetails\u003e\n\u003csummary\u003e\u003cb\u003e More details about it here \u003c/b\u003e (Click to expand)\u003c/summary\u003e\n  \n\u003e - We all `start with scripting`, no matter the language, it’s the first step. `Simple/complex instructions, written line by line`, to get something done\n\u003e - Then comes `machine learning`. At this stage, we’re not reinventing the math, we’re `leveraging powerful packages built on deep statistical and mathematical foundations.` These tools let us `automate smarter processes, like reviewing claims with predictive analytics. You’re not just coding anymore; you’re building systems that learn and adapt.`\n\u003e - `LLMs`. This is what most people mean when they say `AI.` Think of `yourself as the architect, and the LLM as your strategic engine. You can plug into it via an API, a key, or through integrated services. It’s not just about automation, it’s about reasoning, understanding, and generating human-like responses.`\n\u003e - And finally, `agents`. These are LLMs with the `ability to act`. They don’t just respond, `they take initiative. They can create code, trigger workflows, make decisions, interact with tools, with other agents. It’s where intelligence meets execution`\n\n\u003c/details\u003e\n\n## Content\n\n- [Artificial Intelligence: Sample Questions and Answers](./0_AI-questions.md)\n- [Machine Learning: Sample Questions and Answers](./1_ML-questions.md)\n- [Computer Vision: Sample Questions and Answers](./2_CV-questions.md)\n\n## Skills measured\n\n- Describe Artificial Intelligence workloads and considerations\n- Describe fundamental principles of machine learning on Azure\n- Describe features of computer vision workloads on Azure\n- Describe features of Natural Language Processing (NLP) workloads on Azure\n- Describe features of generative AI workloads on Azure\n\n\u003e [!TIP]\n\u003e Check out [Certification poster](https://arch-center.azureedge.net/Credentials/Certification-Poster-en-us.pdf)\n\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://github.com/user-attachments/assets/1a24a5f6-51d1-497c-8065-e9a8449145d2\" alt=\"Centered Image\" style=\"border: 2px solid #4CAF50; border-radius: 5px; padding: 5px; width: 200px;\"/\u003e\n\u003c/div\u003e\n\nBadge from [Credly](https://www.credly.com/org/microsoft-certification/badge/microsoft-certified-azure-ai-fundamentals)\n\n\u003c!-- START BADGE --\u003e\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Total%20views-1336-limegreen\" alt=\"Total views\"\u003e\n  \u003cp\u003eRefresh Date: 2025-08-05\u003c/p\u003e\n\u003c/div\u003e\n\u003c!-- END BADGE --\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmicrosoftcloudessentials-learninghub%2Fai-900studyguide","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmicrosoftcloudessentials-learninghub%2Fai-900studyguide","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmicrosoftcloudessentials-learninghub%2Fai-900studyguide/lists"}