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Applications of Artificial Intelligence Ongoing Certificate
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Applications of Artificial Intelligence
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Field Engineering (Computers & Communication)
Operating Institute Operating Institute Sejong University Go to the operating agency Opens new window
Week Week 15 Week
Course Registration Period Course Registration Period 26.03.17 ~ 26.12.31
Phone Number Phone Number 02-3408-3864
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Difficulty Difficulty advanced
Certificate Certificate Issuance
Learning recognition time Learning recognition time 26Hour 08Minute (18Hour 49Minute)
Course Duration Course Duration 26.03.17 ~ 26.12.31
Subtitle language 한국어 Others 1ea Subtitle language
Course language 한국어(ko)
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List of participating institutions
Course Introduction
Syllabus
주차 | 주차명(주제) | 차시 | 차시명(학습내용) | 평가방법 |
1 | 파이토치 기초 | 1-1 | 파이썬 또는 아나코다 설치하기 | 퀴즈 |
1-2 | CUDA, CuDNN 설치하기 | |||
1-3 | 반드시 알아야 하는 파이토치 스킬 | |||
2 | AI Background | 1-1 | 인공지능의 정의와 사례 | 퀴즈 |
1-2 | 파이토치 및 머신러닝의 정의와 종류 | |||
1-3 | 과적합 | |||
3 | 인공 신경망 | 1-1 | 인공 신경망 기초 | 퀴즈 |
1-2 | 인공 신경망 예제 | |||
1-3 | 성능 지표 | |||
4 | 딥러닝 기초 | 1-1 | 딥러닝 정의 및 종류 | 퀴즈 및 과제 |
1-2 | Dropout & Activation | |||
1-3 | Normalization | |||
5 | 딥러닝 알고리즘 | 1-1 | Initialization | 퀴즈 |
1-2 | Optimizer | |||
1-3 | AutoEncoder | |||
6 | 컴퓨터 비전 | 1-1 | MLP 설계 | 퀴즈 |
1-2 | CNN 설계 | |||
1-3 | Data Augmentation | |||
7 | Transfer Learning | 1-1 | CNN Architecture | 퀴즈 |
1-2 | CNN 실습 | |||
1-3 | Transfer Learning | |||
8 | 중간고사 | |||
9 | 자연어처리 | 1-1 | Data & Task:어떤 데이터가 있을까? | 퀴즈 |
1-2 | Corpus & OOV | |||
1-3 | Tokenization | |||
10 | 자연어 처리 실습 | 1-1 | Word Embedding | 퀴즈 및 과제 |
1-2 | 자연어 처리 모델 | |||
1-3 | 자연어 처리 실습 | |||
11 | AutoML 및 컴퓨터 비전 응용 | 1-1 | Auto ML | 퀴즈 |
1-2 | Object Detection | |||
1-3 | Object Segmentation | |||
12 | 고급 딥러닝 응용 | 1-1 | GAN | 퀴즈 |
1-2 | Domain Adaption | |||
1-3 | Continual Learning | |||
13 | AI 메타학습과 모델 운영 기초 | 1-1 | Meta Learning | 퀴즈 |
1-2 | 강화학습 | |||
1-3 | 모델 서빙 & Flask | |||
14 | 모델 서빙 | 1-1 | Django & Postman | 퀴즈 |
1-2 | Docker 개념 & 기본 실습 | |||
1-3 | Docker를 이용한 모델 배포 | |||
15 | 기말고사 | |||
Course Operators
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현) 세종대학교 인공지능데이터사이언스학과 교수
한국방송미디어공학회 협동이사
국제인공지능학회 이사
(주)유온로보틱스 비상근이사 -
문의 : kmjeo122@gmail.com
FAQ
Q 강좌 이수 기준이 어떻게 되나요?
A 이수 기준 총점 60점 이상입니다.
Q 평가 계획은 어떻게 되나요?
A △퀴즈(13회, 20%) △과제(2회, 20%) △중간고사(1회, 20%) △기말고사(1회, 40%)
Other / Inquiries
Field Engineering (Computers & Communication)
Difficulty Difficulty advanced
Operating Institute Sejong University Go to the operating agencyOpens new window
Certificate Certificate Issuance
Week Week 15 Week
Learning recognition time Learning recognition time 26Hour 08Minute (18Hour 49Minute)
Course Registration Period Course Registration Period 26.03.17 ~ 26.12.31
Course Duration Course Duration 26.03.17 ~ 26.12.31
Phone Number Phone Number 02-3408-3864
Subtitle language 한국어 Others 1ea Subtitle language
Course language 한국어(ko)
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