Introduction to Machine Learning for Artificial Intelligence

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.

Introduction to Machine Learning for Artificial Intelligence End Certificate
Introduction to Machine Learning for Artificial Intelligence
- Field Engineering (Computers & Communication)
  
  Operating Institute Operating Institute KYUNG HEE UNIVERSITY Go to the operating agency Opens new window
  
  Week Week 8 Week
  
  Course Registration Period Course Registration Period 23.09.25 ~ 23.10.13
  
  Phone Number Phone Number 031-201-3951
  
  Course Satisfaction 4.3
- Difficulty Difficulty -
  
  Certificate Certificate Unissued
  
  Learning recognition time Learning recognition time 8Hour 00Minute (08Hour 28Minute)
  
  Course Duration Course Duration 23.10.01 ~ 23.11.20
  
  Subtitle language -
  
  Course language 한국어(ko)
Registration of courses of interest

List of participating institutions

Course Introduction

인공지능을 위한 기계학습의 의미와 이를 가능하게 하는 기계학습 모델을 만드는 기술과 모델 성능 평가 방법에 대한 이해를 위한 과목 입니다.

학습 목표

1) 인공지능을 위한 기초적인 기계학습의 개념과 핵심 구성 요소에 대해서 이해를 합니다.
2) 기초적인 선형대수를 통해 기계학습에서 자주 사용되고 있는 수학적 표현에 대해서 학습합니다.
3) 파이썬(Python) 프로그래밍을 통한 기본 데이터 처리 방법과 기계학습 모델을 생성하기 위한 과정에 대해서 학습합니다.
4) 기계학습 모델을 구현할 수 있는 방법을 익히고 다양한 성능 지표를 이용하여 모델의 성능을 평가하는 방법에 대해서 이해를 합니다. 홍보영상

	목차	세부 목차
1	기계학습 개요	1. 기계학습 소개 I
		2. 기계학습 소개 II
		3. 기계학습 핵심 요소
2	기계학습 수학적 표현	1. 데이터 표현
		2. 벡터 임베딩
		3. 차원 축소
3	기계학습 데이터 처리	1. NumPy 라이브러리
		2. NumPy 배열 생성, 인덱싱 및 Broadcasting
		3. 기계학습 Workflow, Pandas 라이브러리+
4	기계학습 모델 생성 과정 및 구현	1. Scikit-Learn 라이브러리
		2. Data Stratification & Scaling
		3. Data Normalization
		4. Transformer API & Scikit-Learn Pipeline
5	기계학습 모델의 복잡성	1. 과소적합, 과대적합
		2. Bias와 Variance
		3. Bias와 Variance의 수학적 표현
		4. Bias-Variance와 과소적합-과대적합과의 연관성
6	기계학습 모델	1. Decision Trees
6	기계학습 모델	2. Random Forests
7	기계학습 모델 평가	1. Confusion Matrix
		2. Precision, Recall, F1-score
		3. P-R Curve, ROC Curve
		4. Average Precision, AUC
8	종합 평가

책임교수

이원희 교수

● 現) 경희대학교 소프트웨어융합학과 교수
● 2011년 3월 ~ 2019년 6월 경희대학교 Humanitas College 교수

담당조교

이원희 교수

● 現) 경희대학교 소프트웨어융합학과 교수
● Biomedical Engineering 박사, Columbia University
● Icahn School of Medicine at Mount Sinai 교수
● Duke University Medical Center 연구원
● New York State Psychiatry Institute 연구원

이수/평가정보

구분	퀴즈(7)	종합평가(1)
반영비율	40%	60%

※총 60% 이상 점수 획득 시, 이수증을 발급받을 수 있습니다. 자주묻는질문

Q1. 수강 중 궁금한 것은 어떻게 해야 하나요?
- 수강 중 궁금한 부분은 교과목 내 [질의응답] 게시판에 작성해 주시면 담당 TA가 확인 후, 1~2일내 응답할 예정입니다.

Q2. 이수증은 언제 발급 되나요?
- 이수증은 수업이 종료되고 나서 성적처리가 완료된 후, 10~15일 이내 발급될 예정입니다.

Field Engineering (Computers & Communication)

Difficulty Difficulty -

Operating Institute KYUNG HEE UNIVERSITY Go to the operating agencyOpens new window

Certificate Certificate Unissued

Week Week 8 Week

Learning recognition time Learning recognition time 8Hour 00Minute (08Hour 28Minute)

Course Registration Period Course Registration Period 23.09.25 ~ 23.10.13

Course Duration Course Duration 23.10.01 ~ 23.11.20

Phone Number Phone Number 031-201-3951

Subtitle language -

Course language 한국어(ko)

Registration of courses of interest