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[연세 NEXT AI] LLM Introduction, Evaluation, Case-Study
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[Yonsei Next AI] LLM Introduction, Evalution, Case-Study
  • Category마케팅/비즈니스

  • LecturerKim Jaehyung

  • CertificateNot issued

  • Application04-23-2025 ~ 02-28-2026

  • Learning period04-23-2025 ~ 05-31-2026

  • Language한국어 ‎(ko)‎

##연세NextAI #YonseiNextAI #생성형AI #GenerativeAI #LLM
Class IntroductionReview
Class Introduction

<강좌 개요>

최근 AI 기술의 발전과 함께 **대형 언어 모델(LLM, Large Language Model)**은 다양한 산업에서 혁신적인 변화를 이끌고 있습니다.

OpenAI, Google, Meta 등의 기업이 선보이는 최신 LLM은 텍스트 생성, 자연어 이해, 코드 작성, 데이터 분석 등 다양한 작업을 자동화하고 최적화하는 핵심 도구로 자리 잡았습니다.

이 강의에서는 LLM의 개념, 성능 평가 방법, 그리고 실제 비즈니스 적용 사례를 중심으로 학습하며, 실무에서 LLM을 효과적으로 활용하는 방법을 탐구합니다.

 

 

<강좌 목적>

  • LLM의 기본 개념과 핵심 기술 원리를 이해하고, 다양한 활용 가능성을 학습
  • LLM의 성능 평가 지표 및 모델 최적화 전략을 탐색하여 실무 적용 역량 강화
  • 실제 기업 및 산업에서 LLM이 적용된 사례를 분석하고, 비즈니스 적용 가능성을 모색

 

 

<강의자>

 김재형 교수(연세대학교 인공지능학과)

 

 

<상세 커리큘럼>

 

차시명

강의자

콘텐츠 분량

1

1-1. AI Foundation Model

김재형

0:12:32

1-2. Large Language Model

0:16:08

1-3. Training of Large Language Model

0:22:38

1-4. Inference with Large Language Model

0:26:15

2

2-1. Retrieval Augmented Generation

0:14:26

2-2. Training-based RAG

0:16:50

2-3. Inference-based RAG

0:17:34

2-4. Advanced Techniques for RAG

00:27:53

3

3-1. Basics of LLM Evaluation

00:15:01

3-2. Evaluation with Ground Truth

00:21:59

3-3. Evaluation without Ground Truth

00:23:22

3-4. Reducing Hallucination

00:24:25

4

4-1. Basics to Make Application with LLM

00:18:36

4-2. Implementation using LLM #1

00:08:38

4-3. Implementation using LLM #2

 

00:14:29

4-4. Implementation using LLM #3

 

00:14:50

     

총 분량: 

4:55:36

 

 

* 본 강좌는 Generative AI : 4가지 생성형 AI로 내 제품의 광고와 상세페이지 만들기 풀강좌의 주제별 강좌입니다. 풀강좌의 내용이 궁금하시다면 아래 링크를 눌러주세요.

* 주제별 강좌는 수료증이 발급되지 않습니다. 수료증 발급을 희망하시는 경우 풀강좌를 수강하시기 바랍니다.

Generative AI : 4가지 생성형 AI로 내 제품의 광고와 상세페이지 만들기 풀강좌: https://www.learnus.org/local/ubonline/view.php?id=236308&category=1

 

 

문의 : 연세대학교 LearnUS 추진본부 LearnUs추진팀 (learnus_office@yonsei.ac.kr)

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  • Category마케팅/비즈니스

  • LecturerKim Jaehyung

  • CertificateNot issued

  • Study Time4hr 55min

  • Application04-23-2025 ~ 02-28-2026

  • Learning period04-23-2025 ~ 05-31-2026

    (+90 from the date of application or the start date)

    ※ You will not be able to enter after the study end date, even if there is still time left.

  • Language한국어 ‎(ko)‎

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