# AI-agenter for begyndere - Et kursus ![AI Agents for Beginners](../../translated_images/da/repo-thumbnailv3.917487e234b90100.webp) ## Et kursus der lærer dig alt, hvad du behøver at vide for at begynde at bygge AI-agenter [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agents-for-beginners.svg)](https://github.com/microsoft/ai-agents-for-beginners/blob/master/LICENSE?WT.mc_id=academic-105485-koreyst) [![GitHub contributors](https://img.shields.io/github/contributors/microsoft/ai-agents-for-beginners.svg)](https://GitHub.com/microsoft/ai-agents-for-beginners/graphs/contributors/?WT.mc_id=academic-105485-koreyst) [![GitHub issues](https://img.shields.io/github/issues/microsoft/ai-agents-for-beginners.svg)](https://GitHub.com/microsoft/ai-agents-for-beginners/issues/?WT.mc_id=academic-105485-koreyst) [![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/ai-agents-for-beginners.svg)](https://GitHub.com/microsoft/ai-agents-for-beginners/pulls/?WT.mc_id=academic-105485-koreyst) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com?WT.mc_id=academic-105485-koreyst) ### 🌐 Flersproget support #### Understøttet via GitHub Action (Automatiseret & altid opdateret) [Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](./README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Khmer](../km/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) > **Foretrækker du at klone lokalt?** > > Dette repository indeholder 50+ sprogoversættelser, hvilket væsentligt øger downloadstørrelsen. For at klone uden oversættelser, brug sparse checkout: > > **Bash / macOS / Linux:** > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/ai-agents-for-beginners.git > cd ai-agents-for-beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` > > **CMD (Windows):** > ```cmd > git clone --filter=blob:none --sparse https://github.com/microsoft/ai-agents-for-beginners.git > cd ai-agents-for-beginners > git sparse-checkout set --no-cone "/*" "!translations" "!translated_images" > ``` > > Dette giver dig alt, hvad du behøver for at gennemføre kurset med en meget hurtigere download. **Hvis du ønsker flere understøttede oversættelsessprog, er de listet [her](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md).** [![GitHub watchers](https://img.shields.io/github/watchers/microsoft/ai-agents-for-beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/ai-agents-for-beginners/watchers/?WT.mc_id=academic-105485-koreyst) [![GitHub forks](https://img.shields.io/github/forks/microsoft/ai-agents-for-beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/ai-agents-for-beginners/network/?WT.mc_id=academic-105485-koreyst) [![GitHub stars](https://img.shields.io/github/stars/microsoft/ai-agents-for-beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/ai-agents-for-beginners/stargazers/?WT.mc_id=academic-105485-koreyst) [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/ATgtXmAS5D)](https://discord.com/invite/ATgtXmAS5D) ## 🌱 Kom godt i gang Dette kursus har lektioner, der dækker grundlæggende om at bygge AI-agenter. Hver lektion dækker sit eget emne, så start hvor du vil! Der er flersproget support til dette kursus. Se vores [tilgængelige sprog her](#-multi-language-support). Hvis det er første gang, du bygger med Generative AI-modeller, så tjek vores [Generative AI For Beginners](https://aka.ms/genai-beginners)-kursus, som indeholder 21 lektioner om at bygge med GenAI. Glem ikke at [stjerne (🌟) dette repo](https://docs.github.com/en/get-started/exploring-projects-on-github/saving-repositories-with-stars?WT.mc_id=academic-105485-koreyst) og [fork dette repo](https://github.com/microsoft/ai-agents-for-beginners/fork) for at køre koden. ### Mød andre lærende, få svar på dine spørgsmål Hvis du sidder fast eller har spørgsmål om at bygge AI-agenter, så join vores dedikerede Discord-kanal i [Microsoft Foundry Discord](https://aka.ms/ai-agents/discord). ### Det du skal bruge Hver lektion i dette kursus inkluderer kodeeksempler, som findes i mappen code_samples. Du kan [forke dette repo](https://github.com/microsoft/ai-agents-for-beginners/fork) for at skabe din egen kopi. Kodeeksemplerne i disse øvelser bruger Microsoft Agent Framework med Microsoft Foundry Agent Service V2: - [Microsoft Foundry](https://aka.ms/ai-agents-beginners/ai-foundry) - Azure-konto krævet Dette kursus bruger følgende AI-agent frameworks og services fra Microsoft: - [Microsoft Agent Framework (MAF)](https://learn.microsoft.com/agent-framework/overview/) - [Microsoft Foundry Agent Service V2](https://aka.ms/ai-agents-beginners/ai-agent-service) Nogle kodeeksempler understøtter også alternative OpenAI-kompatible udbydere som [MiniMax](https://platform.minimaxi.com/), der tilbyder store kontekstmodeller (op til 204K tokens). Se [Course Setup](./00-course-setup/README.md) for konfigurationsdetaljer. For mere information om at køre koden til dette kursus, se [Course Setup](./00-course-setup/README.md). ## 🙏 Vil du hjælpe? Har du forslag eller har fundet stave- eller kodefejl? [Opret en issue](https://github.com/microsoft/ai-agents-for-beginners/issues?WT.mc_id=academic-105485-koreyst) eller [Lav en pull request](https://github.com/microsoft/ai-agents-for-beginners/pulls?WT.mc_id=academic-105485-koreyst) ## 📂 Hver lektion inkluderer - En skriftlig lektion i README samt en kort video - Python-kodeeksempler, der bruger Microsoft Agent Framework med Microsoft Foundry - Links til ekstra ressourcer for at fortsætte din læring ## 🗃️ Lektioner | **Lektion** | **Tekst & Kode** | **Video** | **Ekstra læring** | |----------------------------------------------|----------------------------------------------------|------------------------------------------------------------|----------------------------------------------------------------------------------------| | Intro til AI-agenter og agentbrugsscenarier | [Link](./01-intro-to-ai-agents/README.md) | [Video](https://youtu.be/3zgm60bXmQk?si=z8QygFvYQv-9WtO1) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Udforskning af AI-agentiske frameworks | [Link](./02-explore-agentic-frameworks/README.md) | [Video](https://youtu.be/ODwF-EZo_O8?si=Vawth4hzVaHv-u0H) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Forståelse af AI-agentiske designmønstre | [Link](./03-agentic-design-patterns/README.md) | [Video](https://youtu.be/m9lM8qqoOEA?si=BIzHwzstTPL8o9GF) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Værktøjsbrug designmønster | [Link](./04-tool-use/README.md) | [Video](https://youtu.be/vieRiPRx-gI?si=2z6O2Xu2cu_Jz46N) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Agentisk RAG | [Link](./05-agentic-rag/README.md) | [Video](https://youtu.be/WcjAARvdL7I?si=gKPWsQpKiIlDH9A3) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Bygning af pålidelige AI-agenter | [Link](./06-building-trustworthy-agents/README.md) | [Video](https://youtu.be/iZKkMEGBCUQ?si=jZjpiMnGFOE9L8OK ) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Planlægningsdesignmønster | [Link](./07-planning-design/README.md) | [Video](https://youtu.be/kPfJ2BrBCMY?si=6SC_iv_E5-mzucnC) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Multi-agent designmønster | [Link](./08-multi-agent/README.md) | [Video](https://youtu.be/V6HpE9hZEx0?si=rMgDhEu7wXo2uo6g) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Metakognition Designmønster | [Link](./09-metacognition/README.md) | [Video](https://youtu.be/His9R6gw6Ec?si=8gck6vvdSNCt6OcF) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | AI-agenter i produktion | [Link](./10-ai-agents-production/README.md) | [Video](https://youtu.be/l4TP6IyJxmQ?si=31dnhexRo6yLRJDl) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Brug af agentiske protokoller (MCP, A2A og NLWeb) | [Link](./11-agentic-protocols/README.md) | [Video](https://youtu.be/X-Dh9R3Opn8) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Kontekstengineering for AI-agenter | [Link](./12-context-engineering/README.md) | [Video](https://youtu.be/F5zqRV7gEag) | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | | Håndtering af agentisk hukommelse | [Link](./13-agent-memory/README.md) | [Video](https://youtu.be/QrYbHesIxpw?si=vZkVwKrQ4ieCcIPx) | | | Udforskning af Microsoft Agent Framework | [Link](./14-microsoft-agent-framework/README.md) | | | | Bygning af computerbrugeragenter (CUA) | [Link](./15-browser-use/README.md) | | [Link](https://docs.browser-use.com/examples/templates/playwright-integration) | | Udrulning af skalerbare agenter | [Link](./16-deploying-scalable-agents/README.md) | | [Link](https://learn.microsoft.com/azure/ai-foundry/agents/overview) | | Oprettelse af lokale AI-agenter | [Link](./17-creating-local-ai-agents/README.md) | | [Link](https://learn.microsoft.com/azure/ai-foundry/foundry-local/) | | Sikring af AI-agenter | [Link](./18-securing-ai-agents/README.md) | | [Link](https://aka.ms/ai-agents-beginners/collection?WT.mc_id=academic-105485-koreyst) | ## 🎒 Andre kurser Vores team producerer andre kurser! Tjek: ### LangChain [![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) [![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) [![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) --- ### Azure / Edge / MCP / Agenter [![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) [![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) [![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) [![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) --- ### Generativ AI Serie [![Generativ AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) [![Generativ AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) [![Generativ AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) [![Generativ AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) --- ### Kerne Læring [![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) [![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) [![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) [![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) [![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) [![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) [![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) --- ### Copilot Serie [![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) [![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) [![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) ## 🌟 Tak til fællesskabet Tak til [Shivam Goyal](https://www.linkedin.com/in/shivam2003/) for at bidrage med vigtige kodeeksempler, der demonstrerer Agentic RAG. ## Bidrag Dette projekt modtager gerne bidrag og forslag. De fleste bidrag kræver, at du accepterer en Contributor License Agreement (CLA), hvor du erklærer, at du har ret til og faktisk giver os rettighederne til at bruge dit bidrag. For detaljer, besøg . Når du sender en pull request, vil en CLA-bot automatisk afgøre, om du skal indsende en CLA og markere PR'en passende (f.eks. statuskontrol, kommentar). Følg blot instruktionerne fra botten. Du skal kun gøre dette én gang på tværs af alle repos, der bruger vores CLA. Dette projekt har vedtaget [Microsofts Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). For mere information se [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) eller kontakt [opencode@microsoft.com](mailto:opencode@microsoft.com) med eventuelle yderligere spørgsmål eller kommentarer. ## Varemærker Dette projekt kan indeholde varemærker eller logoer for projekter, produkter eller services. Autoriseret brug af Microsoft varemærker eller logoer er underlagt og skal følge [Microsofts Trademark & Brand Guidelines](https://www.microsoft.com/legal/intellectualproperty/trademarks/usage/general). Brug af Microsoft-varemærker eller logoer i modificerede versioner af dette projekt må ikke skabe forvirring eller antyde Microsoft-sponsorering. Enhver brug af tredjeparts varemærker eller logoer er underlagt disse tredjeparts retningslinjer. ## Få hjælp Hvis du sidder fast eller har spørgsmål om at bygge AI-apps, tilslut dig: [![Microsoft Foundry Discord](https://img.shields.io/badge/Discord-Azure_AI_Foundry_Community_Discord-blue?style=for-the-badge&logo=discord&color=5865f2&logoColor=fff)](https://aka.ms/foundry/discord) Hvis du har produktfeedback eller fejl, mens du bygger, besøg: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Azure_AI_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- **Ansvarsfraskrivelse**: Dette dokument er blevet oversat ved hjælp af AI-oversættelsestjenesten [Co-op Translator](https://github.com/Azure/co-op-translator). Selvom vi bestræber os på nøjagtighed, skal du være opmærksom på, at automatiserede oversættelser kan indeholde fejl eller unøjagtigheder. Det originale dokument på dets oprindelige sprog bør betragtes som den autoritative kilde. For kritisk information anbefales professionel menneskelig oversættelse. Vi påtager os intet ansvar for misforståelser eller fejltolkninger, der opstår som følge af brugen af denne oversættelse.