machine learning

Chapter 1 General Rule

Article 1 (Purpose)

The purpose of these Terms and Conditions shall be that the customer (hereinafter referred to as "Member") using all member information services (hereinafter referred to as "Service") provided by the K-MOOC (hereinafter referred to as the "Site") operated by the National Institute for Lifelong Education (hereinafter referred to as NILE) and the 'Site' specify the terms and procedures and other necessary matters regarding the use of the 'Services'.

Article 2 (Effect and Change of Terms)

1. This Agreement will be effective when the Member clicks the "Agree" button in response to the question "Do you agree with the Terms?"

2. The 'Site' may change these Terms and Conditions, and the modified Terms will be announced to 'Member's for 7 days prior to the effective date and will be effective on the applicable date'

3. If 'Member' does not agree to the modified terms, 'Member' may stop using the 'Service' and withdraw. If 'Member' continues to use the 'Services' after the terms have been changed, the 'Member' shall be deemed to have agreed to the terms of this Agreement.

Article 3 (Regulations other than the Terms and Conditions)

When any matters not specified in these Terms and Conditions are specified in relevant laws and regulations, they shall be governed by the relevant laws and regulations.

Chapter 2 Membership sign-up and Service Usage

Article 4 (Usage Contract)

Use of the 'Service' is permitted only if the 'homepage' is permitted and the 'Member' agrees to the Terms and Conditions.

Article 5 (Application for Use)

1. In order to use this service, you must record your information on the form prescribed by 'this site'.

2. The user information shown on the subscription form is considered actual data. Users who do not enter real information will not be legally protected.

Article 6 (Approval of Use Application)

1. The 'Site' approves the use of 'Service's when 'Member' makes a complete application by writing all matters correctly. However, the following cases are an exception.

① If the application is made using someone else's name

② If you have filed a false application for the membership application form

③ If you applied for the purpose of hindering social well-being, order or morals

④ If you interfere with another person's use of the site services or take actions such ass tealing the information

⑤ If you do the acts prohibited by laws and regulations and the terms from using the site

⑥ If you do not have enough membership requirements set by the site

2. The information that the member enters is shown below. In addition to the information below, the 'Site' may require the 'Member' to enter additional information.

- Required items: Email, real name, ID, password, country, gender, year of birth

- Optional items: Place of residence, the highest level of education, purpose of enrollment

Article 7 (Change of Contract Items and Information Retention/Use Period)

1. The 'Member', if changes are made to the information entered when applying for 'Service', must correct it online.

2. From the moment you register as a 'member', the 'site' can hold and use the information of 'member'.

3. From the moment the 'Member' leaves the site, the information of the 'Member' will not be available on the site. However, in order to protect personal information, the 'Site' may retain the information of the 'Member' for 20 days from the moment when membership is withdrawn.

Article 8 (Collection of Personal Information by Cookies)

1. The 'Site' sends cookies to the user's personal computer to provide specialized services for each user.

2. In order for the user to be able to use it conveniently with one login, he or she must accept cookies.

3. Cookies are used to identify the characteristics of users who visit the 'site'.

4. Users can selectively accept cookies by adjusting options in the web browser. If you refuse to accept cookies, you will not be able to use the services that require log-in.

Chapter 3 Cancellation of Contract

Article 9 (Cancellation of Contract)

1. 'Member' may initiate complaints about the processing of member information through online.

2. When a 'member' wishes to terminate the service use contract, he or she may request the termination of the contract by e-mail with his or her name, ID, date of birth, or you must apply for withdrawal in 'membership withdrawal' menu of member information correction.

Article 10 (Disqualification)

In the event of the following reasons, the 'Site' may cancel the use contract without any prior notice or terminate the service use by determining a period.

1. If you missed the 'Basic Information' in Article 6 (2)

2. If you register with false contents when you apply for membership

3. If you have stolen someone's ID and password

4. If you infringe the intellectual property rights of the site, other members or third parties

5. If you do the act of harming social well-being and order, public morals

6. In the event of an act that damages or causes disadvantage to others' honor

Chapter 4 Responsibility

Article 11 (The Obligations of the 'Site')

1. In order to facilitate the use of the sites affiliated with the 'Site', the 'Site' may share the information of the 'Member' with the affiliated sites, and for the purpose of sharing, the 'Site' can send cookies to the computer of 'Member'.

2. The 'Site' does not disclose or distribute the personal information of 'Member' which is known by 'Service' provision to a third party without the consent of the user. However, the following exceptions apply.

① If there are special regulations in laws such as Act on Financial Real Name Transaction and Confidentiality, Use and Protection of Credit Information, Basic Law of Telecommunications, Telecommunications Business Act, Local Tax Act, Consumer Protection Act, Bank of Korea Act and Criminal Procedure Act

② When necessary for statistical writing / academic research or market research, if it is provided in an unidentifiable form for a specific individual

③ The 'Site' may use all or part of the information of 'Member' as statistical data related to the business'

④ The 'Site' strives to ensure that the 'Service' operates consistently and reliably. If the 'Service' is interrupted for any unavoidable reason, we will do our best to repair and recover it without delay. However, in case of natural disasters, emergencies, periodic system inspections and the necessity of 'NILE', we may stop or suspend the service temporarily.

Article 12 (Consent on the Use of 'Member' Information)

1. NILE operates various websites in addition to this site. NILE collects member's information for the purpose of providing services of the main site and various subsites operated by NILE, and can use the collected information of members.

2. The 'Site' may be affiliated with various education related associations and business operators for the quality of their services and may share their membership information. In such case, the 'Site' shall disclose the partnership, purpose, and contents to the Terms in this Article and shall be provided to the Affiliates after the consent of 'Member' is obtained.'

3. The consent of the 'Member' under the provisions of this Article shall be effected by clicking the button for subscribing to the information service provided in the Terms and Conditions and the entry screen of member enrollment information.

Article 13 (Obligations of Member)

1. 'Member's are responsible for the management of their ID and password.

2. 'Member' shall not assign, give, loan his or her ID to another person or allow others to use it.

3. If your ID is used improperly, the 'Member' must notify it to NILE.

4. "Member" can not use the data registered in the post to conduct sales activities.

5. 'Member' must receive a notice mail from the "Site".

Article 14 (Member Posts)

1. Posts include all writings made by members on the various boards of the 'Site'.

2. Any loss or problem arising out of the information posted by members and Q&A is solely the responsibility of the member, and the 'site' is not responsible for it unless it is the intention of the 'site'.

3. In the event of any claims, lawsuits, or any other disputes against the 'site' arising out of any third party due to the member' s posting, the member shall bear the cost of the settlement and process the dispute for the site, In the event that the 'Site' compensates the third party or damages occur to the 'Site', the member shall compensate the 'Site'.

4. The 'Site' shall delete member's post without prior notice in the event that the post of the 'Member' fall under any of the following: However, the 'site' does not have any obligation to inspect or censor the post.

① If you defame a third party by slander

② In case of contents that hinder public order or good morals

③ In case of infringement of copyright of the 'Site' or copyright of third party etc.

④ When the posting period stipulated in the 'Site is exceed

⑤ In case of a commercial post, a money-making advertisement, a good luck letter, etc.

⑥ In case of not meeting the purpose of site opening

⑦ When other applicable laws and regulations are violated

5. The 'Site' can process, sell, publish, etc. using the posts registered by 'Member's.'

Chapter 5 Information Provision

Article 15 (Information Provision)

The 'Site' may transmit the necessary information or advertisement to 'Member' by e-mail or letter mail. If 'Member' dose not want this, the 'Member' can refuse the information from the subscription application menu and the member information modification menu. However, we may send a notice mail of the 'Site' of Article 13 (5) to the member who has refused to receive the information.

Chapter 6 Exemption from Responsibility and Indemnification

Article 16 (Responsibility)

1. The 'Site' shall not be liable for any damages incurred to the 'Member' in connection with the use of the 'Service' unless there is intent or gross negligence of the 'Site'.

2. The 'Site' does not endorse or warrant the appropriateness, accuracy, timeliness, credibility of information, products, services, software, graphics, voice and video related to the use of the 'Service'.

Article 17 (Exemption from Responsibility)

'NILE' will not be held responsible for any problems occurred to 'Member if disruption of service is due to natural disasters or unavoidable circumstances.

Article 18 (Competent Court)

The court shall be the court having jurisdiction over the location of the "NILE" or the court under the civil procedure law of the Republic of Korea.

The laws of the Republic of Korea shall apply to the interpretation and application of these Terms and the settlement of any dispute relating to these Terms and Conditions.

machine learning End(Audience) Certificate

#인공지능 #AI #기계학습 #ML
machine learning
- Field Engineering (Computers & Communication)
  
  Operating Institute Operating Institute Jeonju University Go to the operating agency Opens new window
  
  Week Week 15 Week
  
  Course Registration Period Course Registration Period 26.06.29 ~ 26.08.10
  
  Phone Number Phone Number 063-220-2590
  
  Course Satisfaction 0.0
- Difficulty Difficulty advanced
  
  Certificate Certificate Unissued
  
  Learning recognition time Learning recognition time 19Hour 00Minute (19Hour 27Minute)
  
  Course Duration Course Duration 26.06.29 ~ 26.08.17
  
  Subtitle language 한국어 Subtitle language
  
  Course language 한국어(ko)
Registration of courses of interest

List of participating institutions

Course Introduction

강좌소개

이 강좌는 기계학습(Machine Learning)의 기초 개념과 전반적인 이해를 제공하며, 분류(Classification)와 회귀(Regression) 알고리즘을 중심으로 학습합니다. 다양한 응용 사례를 통해 실무에서 활용 가능한 역량을 키울 수 있도록 구성되어 있습니다. 또한, 데이터 기반 문제 해결을 위한 모델링, 최적화, 평가 방법 등을 다루며, AI 분야에서 기계학습을 효과적으로 적용할 수 있도록 돕습니다.

학습목표

기계학습의 기본 개념과 원리를 이해하고 활용할 수 있다.
데이터에서 패턴을 추출하고 모델을 구축하는 과정을 익힌다.
분류 및 회귀 알고리즘의 동작 원리를 학습하고 실습을 통해 적용한다.
모델 최적화 및 평가 기법을 익혀 실전 문제 해결 능력을 기른다.
기계학습을 활용한 AI 분야의 다양한 응용 사례를 탐구한다.

강좌 운영일정

수강신청기간 : 2025-07-01 ~ 2025-07-14
강좌운영기간 : 2025-07-15 ~ 2025-09-03

이수 및 평가기준

이수: 총 100점 중 60점 이상 충족 시 이수증 발급
과제(20%): AI 주요기법의 강의를 학습한 후, 주요기법 별로 과제를 제시
출석(10%): 30점 만점 지각: 1점 감정, 결석: 2점 감정
프로젝트(20%): 강좌내 기계학습을 현장에서 필요한 실제 문제에 적용하고 그 결과를 제출
시험(2회/50%): 중간고사(8주차), 기말고사(15주차)

Syllabus

주차	주차명(주제)	차시	차시명(학습내용)	평가방법
1	강의 및 기계학습 소개	1	강의소개
		2	데이터마이닝(연관 & 순차패턴)
		3	기계학습개요
2	사이킷런과 모델평가	1	사이킷런 소개
		2	타이타닉사례
		3	모델평가	과제
3	통계분석과 상관분석	1	통계분석-확률과 확률변수
		2	통계분석-검정과 추정
		3	상관분석	과제
4	회귀분석-단순, 다중	1	회귀분석-단순회귀분석1
		2	회귀분석-단순회귀분석2
		3	회귀분석-다중회귀분석	과제
5	회귀분석-릿지, 라쏘, 엘라스틱넷	1	경사하강법
		2	회귀분석-규제 선형모델(릿지, 라쏘, 엘라스틱넷)
		3	회귀분석-데이터변환, 회귀평가지표, 프로그램	과제
6	시계열 분석	1	시계열 1
		2	시계열 2
		3	시계열 3	과제
7	분류_로지스틱회귀, 최근접이웃, 나이브베이즈	1	로지스틱 회귀
		2	분류개요, 최근접 이웃
		3	나이브 베이즈	과제
8	중간고사
9	분류-서포트벡터머신	1	서포트벡터머신 개요
		2	서포트벡터머신 알고리즘
		3	서포트벡터머신 커널	과제
10	분류_의사결정트리	1	의사결정트리-개요, 엔트로피, 지니계수
		2	의사결정트리-정보이득, ID3 알고리즘
		3	의사결정트리-C4.5 & CART 알고리즘	과제
11	앙상블_보팅 & 배깅 & 부스팅	1	의사결정트리_프로그램 & 시각화
		2	앙상블_보팅 & 배깅
		3	앙상블_부스팅 (Adaboost)	과제
12	앙상블-GBM(회귀, 분류)	1	앙상블_GBM(regression)
		2	앙상블_GBM(classificaiotn)
		3	앙상블_XGBoost(regression)	과제
13	앙상블-XGBoost & lightGBM & catboost	1	앙상블_XGBoost(classification)
		2	앙상블_LightGBM
		3	앙상블_catboost
14	언더/오버 샘플링 & 스태킹 & 차원축소	1	언더 & 오버 샘플링
		2	앙상블-스태킹
		3	차원축소
15	기말고사

Preview

Course Operators

안녕하세요.
전주대학교 인공지능학과 교수 권수태입니다.
안녕하세요.
AI 기계학습 수업조교입니다.

FAQ

Q 질의응답 게시판 활용방법

A 질문 등록: 궁금한 점을 질의응답 게시판에 구체적으로 작성합니다.
검색 활용: 기존에 비슷한 질문이 있는지 검색 후 새로운 질문을 등록합니다.
답변 확인 및 추가 질문: 받은 답변을 확인하고 추가 질문이 있으면 댓글로 이어갑니다.

Q 참여시 유의사항

A 예의와 존중: 모든 게시글과 댓글은 서로 존중하는 태도로 작성합니다.
명확한 표현: 질문과 답변은 간결하고 이해하기 쉽게 작성합니다.
부적절한 내용 금지: 광고, 비방, 욕설 등 부적절한 게시글을 올리지 않습니다.

Q 질문에대한피드백시점

A 질문 등록 후 24시간 이내에 답변이 달릴 수 있도록 운영됩니다.
복잡한 질문이나 추가 검토가 필요한 경우, 최대 48시간이 소요될 수 있습니다.
질문에 대한 추가 설명이 필요한 경우, 게시판을 통해 요청할 수 있습니다.

Q 토론참여방법

A 특정 주제에 대해 토론방에서 자유롭게 의견을 나누는 공간을 개설할 수 있습니다.
논리적인 근거를 바탕으로 다양한 시각을 공유하기 위함이니 상대방의 의견을 존중하며 비방이나 인신공격은 삼갑니다.
토론이 과열될 경우, 관리자가 개입할 수 있습니다.

Q 평가기준

A 과제(20%): AI 주요기법의 강의를 학습한 후, 주요기법 별로 과제를 제시
출석(10%): 30점 만점 지각: 1점 감정, 결석: 2점 감정
프로젝트(20%): 강좌내 기계학습을 현장에서 필요한 실제 문제에 적용하고 그 결과를 제출
시험(2회/50%): 중간고사(8주차), 기말고사(15주차)

Q 과제제출방법 및 유의사항

A 제출 기한 확인: 공지된 마감일을 준수합니다.
파일 형식: PDF, Word, PPT 등 지정된 형식으로 제출합니다.
제출 경로: 지정된 게시판 혹은 온라인 플랫폼을 통해 업로드합니다.
제출 완료 확인: 업로드 후 정상적으로 제출되었는지 확인합니다.
마감 이후 제출 불가: 특별한 사유 없이 기한을 넘긴 제출물은 인정되지 않습니다.

Other / Inquiries

063-220-4703

Field Engineering (Computers & Communication)

Difficulty Difficulty advanced

Operating Institute Jeonju University Go to the operating agencyOpens new window

Certificate Certificate Unissued

Week Week 15 Week

Learning recognition time Learning recognition time 19Hour 00Minute (19Hour 27Minute)

Course Registration Period Course Registration Period 26.06.29 ~ 26.08.10

Course Duration Course Duration 26.06.29 ~ 26.08.17

Phone Number Phone Number 063-220-2590

Subtitle language 한국어 Subtitle language

Course language 한국어(ko)

Registration of courses of interest

하위메뉴