### Masomo 21 yanayofundisha kila kitu unachohitaji kujua kuanza kujenga programu za Generative AI [](https://github.com/microsoft/Generative-AI-For-Beginners/blob/master/LICENSE?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/graphs/contributors/?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/issues/?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/pulls/?WT.mc_id=academic-105485-koreyst) [](http://makeapullrequest.com?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/watchers/?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/network/?WT.mc_id=academic-105485-koreyst) [](https://GitHub.com/microsoft/Generative-AI-For-Beginners/stargazers/?WT.mc_id=academic-105485-koreyst) [](https://discord.gg/nTYy5BXMWG) ### 🌐 Msaada wa Lugha Nyingi #### Unaungwa mkono kupitia Kitendo cha GitHub (Kiotomatiki & Kila Wakati Kikiwa Kisasa) [Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh/README.md) | [Chinese (Traditional, Hong Kong)](../hk/README.md) | [Chinese (Traditional, Macau)](../mo/README.md) | [Chinese (Traditional, Taiwan)](../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)](../br/README.md) | [Portuguese (Portugal)](../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) # Generative AI kwa Waanzilishi (Toleo la 3) - Kozi Jifunze misingi ya kujenga programu za Generative AI kupitia kozi yetu kamili ya masomo 21 iliyotolewa na Microsoft Cloud Advocates. ## 🌱 Kuanzia Kozi hii ina masomo 21. Kila somo lina mada yake, hivyo anza popote unapotaka! Masomo yamewekwa lebo kama "Jifunze" yanayofafanua dhana ya Generative AI au "Jenga" yanayofafanua dhana na mifano ya msimbo kwa **Python** na **TypeScript** inapowezekana. Kwa Waendelezaji wa .NET angalia [Generative AI kwa Waanzilishi (Toleo la .NET)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)! Kila somo pia lina sehemu ya "Endelea Kujifunza" yenye zana za ziada za kujifunzia. ## Unachohitaji ### Kuendesha msimbo wa kozi hii, unaweza kutumia: - [Huduma ya Azure OpenAI](https://aka.ms/genai-beginners/azure-open-ai?WT.mc_id=academic-105485-koreyst) - **Masomo:** "aoai-assignment" - [Katalogi ya Mfano wa GitHub Marketplace](https://aka.ms/genai-beginners/gh-models?WT.mc_id=academic-105485-koreyst) - **Masomo:** "githubmodels" - [API ya OpenAI](https://aka.ms/genai-beginners/open-ai?WT.mc_id=academic-105485-koreyst) - **Masomo:** "oai-assignment" - Ujuzi wa msingi wa Python au TypeScript ni msaada - \*Kwa waanzilishi 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 ili [kuforka repo hii yote](https://aka.ms/genai-beginners/github?WT.mc_id=academic-105485-koreyst) kwenye akaunti yako ya GitHub Tumeunda somo la **[Kuweka Kozi](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)** kusaidia kuweka mazingira yako ya maendeleo. Usisahau [kuipa nyota (🌟) repo 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? Ikiwa 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) kukutana na kuungana na wanafunzi wengine wanaochukua kozi hii na kupata msaada. Uliza maswali au shiriki maoni kuhusu bidhaa kwenye [Azure AI Foundry Developer Forum](https://aka.ms/azureaifoundry/forum) kwenye Github. ## 🚀 Kujenga Startup? Tembelea [Microsoft kwa Startups](https://www.microsoft.com/startups) kujua jinsi ya kuanza kujenga kwa mikopo ya Azure leo. ## 🙏 Unataka kusaidia? Je, una mapendekezo au umeona makosa ya tahajia au msimbo? [Toa tatizo](https://github.com/microsoft/generative-ai-for-beginners/issues?WT.mc_id=academic-105485-koreyst) au [Tengeneza ombi la kuvuta](https://github.com/microsoft/generative-ai-for-beginners/pulls?WT.mc_id=academic-105485-koreyst) ## 📂 Kila somo linajumuisha: - Utangulizi mfupi wa video kwa mada - Somo lililoandikwa lilio kwenye README - Mifano ya msimbo ya Python na TypeScript inayounga mkono Azure OpenAI na OpenAI API - Viungo vya rasilimali za ziada kuendelea na kujifunza kwako ## 🗃️ 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 wa Generative AI na LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Kuelewa ni nini Generative AI na jinsi Modeli Kubwa za Lugha (LLMs) zinavyofanya 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 sahihi 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 Uhandisi wa Prompt](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Mbinu Bora za Uhandisi 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 Maagizo ya Juu](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Jinsi ya kutumia mbinu za uhandisi wa maagizo zinazoboresha matokeo ya maagizo yako. | [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 Uundaji wa Maandishi](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya uundaji wa maandishi kwa kutumia 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 na kuunganisha programu za mazungumzo kwa ufanisi. | [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 Uundaji Picha](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya uundaji 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 za Nambari Chache](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu ya AI ya Uundaji kwa kutumia 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 maana ya kupiga simu za kazi 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 wakati wa kuendeleza Programu za AI za Uundaji | [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 | [Kuhakikisha Usalama wa Programu Zako za AI za Uundaji](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Vitisho na hatari kwa mifumo ya AI na mbinu za kuwalinda 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 Uundaji](./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 | [Uundaji Ulioboreshwa kwa Kupata (RAG) na Hifadhidata za Vector](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **Jenga:** Programu inayotumia Mfumo wa RAG kupata 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 inayotumia 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 inayotumia 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 | [Kufinyanga LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Nini, kwa nini na jinsi ya kufinyanga 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 na SLMs](./19-slm/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Manufaa ya kuunda na Modeli Ndogo za Lugha | Video Inakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 20 | [Kuunda na Mistral Models](./20-mistral/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Sifa na tofauti za Modeli za Familia ya Mistral | Video Inakuja Hivi Karibuni | [Jifunze Zaidi](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) | | 21 | [Kuunda na Meta Models](./21-meta/README.md?WT.mc_id=academic-105485-koreyst) | **Jifunze:** Sifa na tofauti za Modeli za Familia 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 michakato ya kazi [**Bernhard Merkle**](https://www.linkedin.com/in/bernhard-merkle-738b73/) kwa kutoa michango muhimu katika kila somo ili kuboresha uzoefu wa mwanafunzi na wa msimbo. ## 🎒 Kozi Nyingine Timu yetu hutengeneza kozi nyingine! Angalia: ### LangChain [](https://aka.ms/langchain4j-for-beginners) [](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) --- ### Azure / Edge / MCP / Wakala [](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) --- ### Mfululizo wa AI ya Uundaji [](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) [-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) [-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) [-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 [](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) [](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) [](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) [](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) [](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) --- ### Mfululizo wa Copilot [](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) [](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) ## Kupata Msaada Ikiwa unakumbwa na shida au una maswali yoyote kuhusu kujenga programu za AI. Jiunge na wanafunzi wenzako na waendelezaji wenye uzoefu katika mijadala kuhusu MCP. Ni jamii inayounga mkono ambapo maswali yanakaribishwa na maarifa yanashirikiwa kwa uhuru. [](https://discord.gg/nTYy5BXMWG) Ikiwa una maoni kuhusu bidhaa au makosa wakati wa kujenga tembelea: [](https://aka.ms/foundry/forum) --- **Kiarifa 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 kwamba tafsiri za kiotomatiki zinaweza kuwa na makosa au upungufu wa usahihi. Hati ya asili katika lugha yake ya asili inapaswa kuchukuliwa kama chanzo cha mamlaka. Kwa taarifa muhimu, tafsiri ya kitaalamu ya binadamu inapendekezwa. Hatuna dhamana kwa kutoelewana au tafsiri potofu zinazotokana na matumizi ya tafsiri hii.