![Generative AI Kwa Waanzilishi](../../translated_images/sw/repo-thumbnailv4-fixed.11f1ce6a85d01461.webp) ### Masomo 21 yanayofundisha kila kitu unachohitaji kujua kuanza kujenga programu za Generative AI [![GitHub license](https://img.shields.io/github/license/microsoft/Generative-AI-For-Beginners.svg)](https://github.com/microsoft/Generative-AI-For-Beginners/blob/master/LICENSE?WT.mc_id=academic-105485-koreyst) [![GitHub contributors](https://img.shields.io/github/contributors/microsoft/Generative-AI-For-Beginners.svg)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/graphs/contributors/?WT.mc_id=academic-105485-koreyst) [![GitHub issues](https://img.shields.io/github/issues/microsoft/Generative-AI-For-Beginners.svg)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/issues/?WT.mc_id=academic-105485-koreyst) [![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/Generative-AI-For-Beginners.svg)](https://GitHub.com/microsoft/Generative-AI-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) [![GitHub watchers](https://img.shields.io/github/watchers/microsoft/Generative-AI-For-Beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/watchers/?WT.mc_id=academic-105485-koreyst) [![GitHub forks](https://img.shields.io/github/forks/microsoft/Generative-AI-For-Beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/network/?WT.mc_id=academic-105485-koreyst) [![GitHub stars](https://img.shields.io/github/stars/microsoft/Generative-AI-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/stargazers/?WT.mc_id=academic-105485-koreyst) [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) ### 🌐 Msaada wa Lugha Nyingi #### Inaoungwa mkono kupitia GitHub Action (Imewezeshwa kiotomatiki & Inasasishwa Daima) [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](../da/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) | [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](./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) > **Ungependa Kuuza Nguvu Kwenye Kifaa Chako?** > Hifadhidata hii ina tafsiri za lugha zaidi ya 50 ambazo huongeza kiasi cha kupakua kwa kiasi kikubwa. Ili kunakili bila tafsiri, tumia sparse checkout: > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/generative-ai-for-beginners.git > cd generative-ai-for-beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` > Hii inakupa kila kitu unachohitaji kukamilisha kozi kwa kasi ya kupakua ya haraka zaidi. # Generative AI kwa Waanzilishi (Toleo la 3) - Kozi Jifunze misingi ya kujenga programu za Generative AI na masomo yetu kamili ya masomo 21 kutoka kwa Microsoft Cloud Advocates. ## 🌱 Kuanzia Kozi hii ina masomo 21. Kila somo linashughulikia mada yake mwenyewe hivyo anza popote unapopendelea! Masomo yamewekwa lebo kama "Jifunze" yanayofafanua dhana ya Generative AI au masomo ya "Jenga" yanayofafanua dhana na mifano ya msimbo kwa **Python** na **TypeScript** pale inapowezekana. Kwa Waendelezaji wa .NET angalia [Generative AI for Beginners (.NET Edition)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)! Kila somo pia linajumuisha sehemu ya "Endelea Kujifunza" na zana za ziada za kujifunzia. ## Unachohitaji ### Kuweza kuendesha msimbo wa kozi hii, unaweza kutumia: - [Azure OpenAI Service](https://aka.ms/genai-beginners/azure-open-ai?WT.mc_id=academic-105485-koreyst) - **Masomo:** "aoai-assignment" - [GitHub Marketplace Model Catalog](https://aka.ms/genai-beginners/gh-models?WT.mc_id=academic-105485-koreyst) - **Masomo:** "githubmodels" - [OpenAI API](https://aka.ms/genai-beginners/open-ai?WT.mc_id=academic-105485-koreyst) - **Masomo:** "oai-assignment" - Maarifa ya msingi ya Python au TypeScript ni msaada - \*Kwa wanaoanza kabisa angalia kozi hizi za [Python](https://aka.ms/genai-beginners/python?WT.mc_id=academic-105485-koreyst) na [TypeScript](https://aka.ms/genai-beginners/typescript?WT.mc_id=academic-105485-koreyst) - Akaunti ya GitHub ya [kufurukuta hifadhidata hii yote](https://aka.ms/genai-beginners/github?WT.mc_id=academic-105485-koreyst) kwenye akaunti yako mwenyewe ya GitHub Tumeunda somo la **[Kuweka Kozi](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)** kusaidia katika kuweka mazingira yako ya maendeleo. Usisahau [kutoa nyota (🌟) kwenye hifadhidata hii](https://docs.github.com/en/get-started/exploring-projects-on-github/saving-repositories-with-stars?WT.mc_id=academic-105485-koreyst) ili kuipata kwa urahisi baadaye. ## 🧠 Tayari Kupeleka Kwenye Mtandao? Kama unatafuta mifano ya msimbo ya hali ya juu zaidi, angalia [mkusanyiko wetu wa Mifano ya Msimbo wa Generative AI](https://aka.ms/genai-beg-code?WT.mc_id=academic-105485-koreyst) kwa **Python** na **TypeScript**. ## 🗣️ Kutana na Wanafunzi Wengine, Pata Msaada Jiunge na [server rasmi ya Azure AI Foundry Discord](https://aka.ms/genai-discord?WT.mc_id=academic-105485-koreyst) kutana na kuungana na wanafunzi wengine wanaochukua kozi hii na upate msaada. Uliza maswali au shiriki maoni ya bidhaa kwenye [Azure AI Foundry Developer Forum](https://aka.ms/azureaifoundry/forum) kwenye Github. ## 🚀 Kujenga Kuanza Biashara? Tembelea [Microsoft for Startups](https://www.microsoft.com/startups) kujua jinsi ya kuanza kujenga kwa mikopo ya Azure leo. ## 🙏 Unataka kusaidia? Je, una mapendekezo au umepata makosa ya tahajia au msimbo? [Inua tatizo](https://github.com/microsoft/generative-ai-for-beginners/issues?WT.mc_id=academic-105485-koreyst) au [Tengeneza ombi la kuburuta](https://github.com/microsoft/generative-ai-for-beginners/pulls?WT.mc_id=academic-105485-koreyst) ## 📂 Kila somo linajumuisha: - Utangulizi mfupi wa video kuhusu mada - Somo lililoandikwa lililo katika README - Mifano ya msimbo ya Python na TypeScript inayounga mkono Azure OpenAI na OpenAI API - Viungo vya rasilimali za ziada za kuendelea kujifunza ## 🗃️ Masomo | # | **Kiungo cha Somo** | **Maelezo** | **Video** | **Kujifunza Zaidi** | | --- | -------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | ------------------------------------------------------------------------------ | | 00 | [Kuweka Kozi](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya Kuweka Mazingira Yako ya Maendeleo | Video Itakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 01 | [Utangulizi kwa Generative AI na LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Kuelewa ni nini Generative AI na jinsi Mifano Mikubwa ya Lugha (LLMs) inavyofanya kazi. | [Video](https://aka.ms/gen-ai-lesson-1-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 02 | [Kuchunguza na kulinganisha LLMs tofauti](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya kuchagua mfano bora kwa matumizi yako | [Video](https://aka.ms/gen-ai-lesson2-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 03 | [Kutumia Generative AI kwa Uwajibikaji](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya kujenga Programu za Generative AI kwa uwajibikaji | [Video](https://aka.ms/gen-ai-lesson3-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 04 | [Kuelewa Misingi ya Ufundi wa Prompt](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Mazoezi Bora ya Ufundi wa Prompt Kwa Vitendo | [Video](https://aka.ms/gen-ai-lesson4-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 05 | [Kuunda Prompts Zaidi ya Kawaida](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya kutumia mbinu za ufundi wa prompt zinazoboresha matokeo ya prompts zako. | [Video](https://aka.ms/gen-ai-lesson5-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 06 | [Kuunda Programu za Kuzalisha Maandishi](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya kuzalisha maandishi ukitumia Azure OpenAI / OpenAI API | [Video](https://aka.ms/gen-ai-lesson6-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 07 | [Kuunda Programu za Mazungumzo](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Mbinu za kujenga kwa ufanisi na kuunganisha programu za mazungumzo. | [Video](https://aka.ms/gen-ai-lessons7-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 08 | [Kuunda Programu za Utafutaji na Hifadhidata za Vector](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya utafutaji inayotumia Embeddings kutafuta data. | [Video](https://aka.ms/gen-ai-lesson8-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 09 | [Kuunda Programu za Kuzalisha Picha](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya kuzalisha picha | [Video](https://aka.ms/gen-ai-lesson9-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 10 | [Kuunda Programu za AI kwa Nambari Chache](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya AI ya Uzalishaji ukitumia Zana za Nambari Chache | [Video](https://aka.ms/gen-ai-lesson10-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 11 | [Kuunganisha Programu za Nje na Kupiga Simu za Kazi](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Nini simu za kazi ni na matumizi yake kwa programu | [Video](https://aka.ms/gen-ai-lesson11-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 12 | [Kubuni UX kwa Programu za AI](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya kutumia kanuni za kubuni UX unapotengeneza Programu za AI za Uzalishaji | [Video](https://aka.ms/gen-ai-lesson12-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 13 | [Kuweka Usalama Programu Zako za AI za Uzalishaji](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Vitisho na hatari kwa mifumo ya AI na mbinu za kuimarisha usalama wa mifumo hii. | [Video](https://aka.ms/gen-ai-lesson13-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 14 | [Mzunguko wa Maisha wa Programu za AI za Uzalishaji](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Zana na vipimo vya kusimamia Mzunguko wa Maisha wa LLM na LLMOps | [Video](https://aka.ms/gen-ai-lesson14-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 15 | [Kuongeza Ufanisi wa Utoaji Kutumia RAG na Hifadhidata za Vector](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ikitumia Mfumo wa RAG kuchukua embeddings kutoka Hifadhidata za Vector | [Video](https://aka.ms/gen-ai-lesson15-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 16 | [Mifano ya Chanzo Huria na Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ikitumia mifano ya chanzo huria inayopatikana kwenye Hugging Face | [Video](https://aka.ms/gen-ai-lesson16-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 17 | [Wakala wa AI](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ikitumia Mfumo wa Wakala wa AI | [Video](https://aka.ms/gen-ai-lesson17-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 18 | [Kufinyasisha LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Nini, kwa nini na jinsi ya kufinyasisha LLMs | [Video](https://aka.ms/gen-ai-lesson18-gh?WT.mc_id=academic-105485-koreyst) | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 19 | [Kuunda kwa SLMs](./19-slm/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Faida za kuunda kwa Mfano Midogo ya Lugha | Video Inakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 20 | [Kuunda kwa Mifano ya Mistral](./20-mistral/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Sifa na tofauti za Familia ya Mifano ya Mistral | Video Inakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 21 | [Kuunda kwa Mifano ya Meta](./21-meta/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Sifa na tofauti za Familia ya Mifano ya Meta | Video Inakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | ### 🌟 Shukrani Maalum Shukrani maalum kwa [**John Aziz**](https://www.linkedin.com/in/john0isaac/) kwa kuunda GitHub Actions zote na workflows [**Bernhard Merkle**](https://www.linkedin.com/in/bernhard-merkle-738b73/) kwa kuchangia muhimu katika kila somo ili kuboresha uzoefu wa mwanafunzi na wa msimbo. ## 🎒 Kozi Nyingine Timu yetu inatengeneza kozi nyingine! Angalia: ### LangChain [![LangChain4j kwa Waanzilishi](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 kwa Waanzilishi](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 kwa Waanzilishi](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 / Agents [![AZD kwa Waanzilishi](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 kwa Waanzilishi](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 kwa Waanzilishi](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) [![Wakala wa AI kwa Waanzilishi](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) --- ### Mfululizo wa AI za Uzalishaji [![AI za Uzalishaji kwa Waanzilishi](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) [![AI za Uzalishaji (.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) [![AI za Uzalishaji (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) [![Generative 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) --- ### Kujifunza Msingi [![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) --- ### Mfululizo wa Copilot [![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) ## Kupata Msaada Kama unapata shida au una maswali yoyote kuhusu kujenga programu za AI. Jiunge na wenzie wanaojifunza na waendelezaji wenye uzoefu katika mijadala kuhusu MCP. Ni jamii yenye msaada ambapo maswali yanakaribishwa na maarifa hushirikiwa kwa ukarimu. [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) Kama una maoni au hitilafu wakati wa ujenzi tembelea: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- **Kiarifu cha kukataa**: Hati hii imetafsiriwa kwa kutumia huduma ya tafsiri ya AI [Co-op Translator](https://github.com/Azure/co-op-translator). Ingawa tunajitahidi kwa usahihi, tafadhali fahamu kuwa tafsiri za kiotomatishaji zinaweza kuwa na makosa au kupotoka. Hati ya asili katika lugha yake halisi inapaswa kuchukuliwa kama chanzo cha mamlaka. Kwa taarifa muhimu, tafsiri ya kitaalamu na ya binadamu inashauriwa. Hatuwajibiki kwa kutoelewana au tafsiri potofu zinazotokana na matumizi ya tafsiri hii.