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generative-ai-for-beginners

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21 Lessons, Get Started Building with Generative AI

generative-ai-for-beginners 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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![Generative AI For Beginners](https://raw.githubusercontent.com/microsoft/generative-ai-for-beginners/main/images/repo-thumbnailv4-fixed.png)

### 21개의 레슨을 통해 생성형 AI 애플리케이션 구축을 시작하는 데 필요한 모든 것을 배우세요.

[![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)

### 🌐 다국어 지원

#### GitHub Action을 통한 지원 (자동화 및 최신 상태 유지)

[Arabic](./translations/ar/README.md) | [Bengali](./translations/bn/README.md) | [Bulgarian](./translations/bg/README.md) | [Burmese (Myanmar)](./translations/my/README.md) | [Chinese (Simplified)](./translations/zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](./translations/zh-HK/README.md) | [Chinese (Traditional, Macau)](./translations/zh-MO/README.md) | [Chinese (Traditional, Taiwan)](./translations/zh-TW/README.md) | [Croatian](./translations/hr/README.md) | [Czech](./translations/cs/README.md) | [Danish](./translations/da/README.md) | [Dutch](./translations/nl/README.md) | [Estonian](./translations/et/README.md) | [Finnish](./translations/fi/README.md) | [French](./translations/fr/README.md) | [German](./translations/de/README.md) | [Greek](./translations/el/README.md) | [Hebrew](./translations/he/README.md) | [Hindi](./translations/hi/README.md) | [Hungarian](./translations/hu/README.md) | [Indonesian](./translations/id/README.md) | [Italian](./translations/it/README.md) | [Japanese](./translations/ja/README.md) | [Kannada](./translations/kn/README.md) | [Khmer](./translations/km/README.md) | [Korean](./translations/ko/README.md) | [Lithuanian](./translations/lt/README.md) | [Malay](./translations/ms/README.md) | [Malayalam](./translations/ml/README.md) | [Marathi](./translations/mr/README.md) | [Nepali](./translations/ne/README.md) | [Nigerian Pidgin](./translations/pcm/README.md) | [Norwegian](./translations/no/README.md) | [Persian (Farsi)](./translations/fa/README.md) | [Polish](./translations/pl/README.md) | [Portuguese (Brazil)](./translations/pt-BR/README.md) | [Portuguese (Portugal)](./translations/pt-PT/README.md) | [Punjabi (Gurmukhi)](./translations/pa/README.md) | [Romanian](./translations/ro/README.md) | [Russian](./translations/ru/README.md) | [Serbian (Cyrillic)](./translations/sr/README.md) | [Slovak](./translations/sk/README.md) | [Slovenian](./translations/sl/README.md) | [Spanish](./translations/es/README.md) | [Swahili](./translations/sw/README.md) | [Swedish](./translations/sv/README.md) | [Tagalog (Filipino)](./translations/tl/README.md) | [Tamil](./translations/ta/README.md) | [Telugu](./translations/te/README.md) | [Thai](./translations/th/README.md) | [Turkish](./translations/tr/README.md) | [Ukrainian](./translations/uk/README.md) | [Urdu](./translations/ur/README.md) | [Vietnamese](./translations/vi/README.md)

> **로컬에 클론하고 싶으신가요?**
>
> 이 리포지토리는 50개 이상의 언어 번역을 포함하고 있어 다운로드 크기가 상당히 큽니다. 번역을 제외하고 클론하려면 스파스 체크아웃(sparse checkout)을 사용하세요:
>
> **Bash / macOS / Linux:**
> ```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'
> ```
>
> **CMD (Windows):**
> ```cmd
> 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"
> ```
>
> 이를 통해 훨씬 더 빠른 다운로드 속도로 코스를 완료하는 데 필요한 모든 것을 얻을 수 있습니다.

# Generative AI for Beginners (Version 3) - 코스 소개

Microsoft Cloud Advocates가 제작한 21개의 종합 레슨 과정을 통해 생성형 AI 애플리케이션 구축의 기초를 배워보세요.

## 🌱 시작하기

이 코스는 21개의 레슨으로 구성되어 있습니다. 각 레슨은 고유한 주제를 다루므로 원하는 곳부터 시작하세요!

레슨은 생성형 AI 개념을 설명하는 "Learn" 레슨과, 개념 설명과 함께 가능한 경우 **Python** 및 **TypeScript**로 작성된 코드 예제를 제공하는 "Build" 레슨으로 분류되어 있습니다.

.NET 개발자라면 [Generative AI for Beginners (.NET Edition)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)을 확인해 보세요!

각 레슨에는 추가 학습 도구가 포함된 "Keep Learning" 섹션도 포함되어 있습니다.

## 준비물
### 이 코스의 코드를 실행하려면 다음 중 하나를 사용할 수 있습니다: 
 - [Azure OpenAI Service](https://aka.ms/genai-beginners/azure-open-ai?WT.mc_id=academic-105485-koreyst) - **레슨:** "aoai-assignment"
 - [Microsoft Foundry Models](https://ai.azure.com/catalog/models?WT.mc_id=academic-105485-koreyst) - **레슨:** "githubmodels" (GitHub Models는 2026년 7월 말에 지원이 중단되므로 대신 Microsoft Foundry Models를 사용하세요)
 - [OpenAI API](https://aka.ms/genai-beginners/open-ai?WT.mc_id=academic-105485-koreyst) - **레슨:** "oai-assignment" 
 - [Foundry Local](https://foundrylocal.ai?WT.mc_id=academic-105485-koreyst) - 클라우드 구독 없이 자신의 기기에서 완전히 오프라인으로 모델 실행
   
- Python 또는 TypeScript에 대한 기초 지식이 있으면 도움이 됩니다. \*완초보자라면 다음 [Python](https://aka.ms/genai-beginners/python?WT.mc_id=academic-105485-koreyst) 및 [TypeScript](https://aka.ms/genai-beginners/typescript?WT.mc_id=academic-105485-koreyst) 코스를 확인해 보세요.
- [이 전체 리포지토리를 자신의 GitHub 계정으로 포크(fork)](https://aka.ms/genai-beginners/github?WT.mc_id=academic-105485-koreyst)하기 위한 GitHub 계정

개발 환경 설정을 돕기 위해 **[Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)** 레슨을 준비했습니다.

나중에 더 쉽게 찾을 수 있도록 [이 리포지토리에 스타(🌟)를 누르는 것](https://docs.github.com/en/get-started/exploring-projects-on-github/saving-repositories-with-stars?WT.mc_id=academic-105485-koreyst)을 잊지 마세요.

## 🧠 배포할 준비가 되셨나요?

더욱 발전된 코드 샘플을 찾고 있다면, **Python**과 **TypeScript**로 작성된 [생성형 AI 코드 샘플 모음](https://aka.ms/genai-beg-code?WT.mc_id=academic-105485-koreyst)을 확인해 보세요.

## 🗣️ 다른 학습자 만나기, 지원 받기

[공식 Microsoft Foundry Discord 서버](https://aka.ms/genai-discord?WT.mc_id=academic-105485-koreyst)에 가입하여 이 코드를 수강하는 다른 학습자들과 교류하고 지원을 받으세요.

Github의 [Microsoft Foundry Developer Forum](https://aka.ms/azureaifoundry/forum)에서 질문하거나 제품 피드백을 공유하세요.

## 🚀 스타트업을 운영 중이신가요?

[Microsoft for Startups](https://www.microsoft.com/startups?WT.mc_id=academic-105485-koreyst)를 방문하여 지금 바로 Azure 크레딧으로 빌드 시작하는 방법을 알아보세요.

## 🙏 도움을 주고 싶으신가요?

제안 사항이 있거나 맞춤법 또는 코드 오류를 발견하셨나요? [이슈를 제기](https://github.com/microsoft/generative-ai-for-beginners/issues?WT.mc_id=academic-105485-koreyst)하거나 [풀 리퀘스트를 생성](https://github.com/microsoft/generative-ai-for-beginners/pulls?WT.mc_id=academic-105485-koreyst)해 주세요.

## 📂 각 레슨 포함 사항:

- 주제에 대한 짧은 동영상 소개
- README에 작성된 레슨 본문
- Azure OpenAI 및 OpenAI API를 지원하는 Python 및 TypeScript 코드 샘플
- 지속적인 학습을 위한 추가 리소스 링크

## 🗃️ 레슨 목록

| #   | **레슨 링크**                                                                                                                              | **설명**                                                                                 | **동영상**                                                                   | **추가 학습**                                                             |
| --- | -------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | ------------------------------------------------------------------------------ |
| 00  | [Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)                                                                 | **Learn:** 개발 환경을 설정하는 방법                                            | 동영상 준비 중                                                                 | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 01  | [Introduction to Generative AI and LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst)                              | **Learn:** 생성형 AI가 무엇이고 대형 언어 모델(LLM)이 어떻게 작동하는지 이해하기.       | [Video](https://aka.ms/gen-ai-lesson-1-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 02  | [Exploring and comparing different LLMs](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst)             | **Learn:** 유스케이스에 알맞은 모델을 선택하는 방법                                      | [Video](https://aka.ms/gen-ai-lesson2-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 03  | [Using Generative AI Responsibly](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)                           | **Learn:** 생성형 AI 애플리케이션을 책임감 있게 구축하는 방법                                  | [Video](https://aka.ms/gen-ai-lesson3-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 04  | [Understanding Prompt Engineering Fundamentals](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst)             | **Learn:** 실습으로 배우는 프롬프트 엔지니어링 모범 사례                                           | [Video](https://aka.ms/gen-ai-lesson4-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 05  | [Creating Advanced Prompts](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst)                                                | **Learn:** 프롬프트의 결과물을 향상시키는 프롬프트 엔지니어링 기법을 적용하는 방법. | [Video](https://aka.ms/gen-ai-lesson5-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 06  | [Building Text Generation Applications](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)                                | **Build:** Azure OpenAI / OpenAI API를 사용한 텍스트 생성 앱 구축하기                                | [Video](https://aka.ms/gen-ai-lesson6-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 07  | [Building Chat Applications](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)                                     | **Build:** 챗봇 애플리케이션을 효율적으로 구축하고 통합하는 기술.               | [Video](https://aka.ms/gen-ai-lessons7-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 08  | [Building Search Apps Vector Databases](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst)                        | **Build:** 임베딩(Embeddings)을 사용하여 데이터를 검색하는 검색 애플리케이션 구축하기.                        | [Video](https://aka.ms/gen-ai-lesson8-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 09  | [Building Image Generation Applications](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)                        | **Build:** 이미지 생성 애플리케이션 구축하기                                                       | [Video](https://aka.ms/gen-ai-lesson9-gh?WT.mc_id=academic-105485-koreyst)  | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 10  | [Building Low Code AI Applications](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)                       | **Build:** 로우 코드 도구를 사용한 생성형 AI 애플리케이션 구축하기                                     | [Video](https://aka.ms/gen-ai-lesson10-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 11  | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** 함수 호출(Function Calling)이란 무엇이며 앱에서 어떻게 활용되는지 알아보기                          | [Video](https://aka.ms/gen-ai-lesson11-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 12  | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)                         | **Learn:** 생성형 AI 애플리케이션을 개발할 때 UX 디자인 원칙을 적용하는 방법         | [Video](https://aka.ms/gen-ai-lesson12-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 13  | [Securing Your Generative AI Applications](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)                         | **Learn:** AI 시스템에 대한 위협과 위험, 그리고 이를 보호하는 방법.             | [Video](https://aka.ms/gen-ai-lesson13-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 14  | [The Generative AI Application Lifecycle](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst)           | **Learn:** LLM 라이프사이클과 LLMOps를 관리하기 위한 도구와 지표                         | [Video](https://aka.ms/gen-ai-lesson14-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 15  | [Retrieval Augmented Generation (RAG) and Vector Databases](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst)        | **Build:** RAG 프레임워크를 사용하여 벡터 데이터베이스에서 임베딩을 검색하는 애플리케이션 구축하기  | [Video](https://aka.ms/gen-ai-lesson15-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 16  | [Open Source Models and Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst)                                    | **Build:** Hugging Face에서 제공하는 오픈 소스 모델을 사용하는 애플리케이션 구축하기                    | [Video](https://aka.ms/gen-ai-lesson16-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 17  | [AI Agents](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst)                                                                       | **Build:** AI 에이전트 프레임워크를 사용하는 애플리케이션 구축하기                                           | [Video](https://aka.ms/gen-ai-lesson17-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 18  | [Fine-Tuning LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst)                                                              | **Learn:** LLM 파인튜닝의 정의, 이유, 그리고 방법                                            | [Video](https://aka.ms/gen-ai-lesson18-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 19  | [Building with SLMs](./19-slm/README.md?WT.mc_id=academic-105485-koreyst)                                                              | **Learn:** 소형 언어 모델(Small Language Models)로 구축할 때의 이점                                            | 동영상 준비 중 | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 20  | [Building with Mistral Models](./20-mistral/README.md?WT.mc_id=academic-105485-koreyst)                                                              | **Learn:** Mistral 패밀리 모델의 특징과 차이점                                           | 동영상 준비 중 | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 21  | [Building with Meta Models](./21-meta/README.md?WT.mc_id=academic-105485-koreyst)                                                              | **Learn:** Meta 패밀리 모델의 특징과 차이점                                           | 동영상 준비 중 | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |

### 🌟 특별히 감사한 분들

모든 GitHub Action과 워크플로우를 만들어 주신 [**John Aziz**](https://www.linkedin.com/in/john0isaac/)님께 특별히 감사드립니다.

학습자와 코드 경험을 향상시키기 위해 각 레슨에 핵심적인 기여를 해주신 [**Bernhard Merkle**](https://www.linkedin.com/in/bernhard-merkle-738b73/)님께 감사드립니다.

## 🎒 다른 코스들

저희 팀은 다른 코스들도 제공하고 있습니다! 확인해 보세요:

### 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 / Agents
[![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)

---
 
### 생성형 AI 시리즈
[![Generative 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)
[![Generative 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)
[![Generative 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)
[![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)

---
 
### 핵심 학습
[![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 시리즈
[![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)

## 도움 받기

AI 앱 구축과 관련해 막히는 부분이 있거나 궁금한 점이 있으신가요? MCP에 관한 토론에서 다른 학습자 및 숙련된 개발자들과 함께해 보세요. 질문을 환영하고 지식을 자유롭게 나누는 지원이 가득한 커뮤니티입니다.

[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)

제품에 대한 피드백이 있거나 빌드하는 동안 오류가 발생한 경우 아래를 방문해 주세요:

[![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)

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