딥러닝 시대에도 필요한 고급기계학습

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.

딥러닝 시대에도 필요한 고급기계학습 End(Audience) Certificate
딥러닝 시대에도 필요한 고급기계학습
- Field Engineering (Computers & Communication)
  
  Operating Institute Operating Institute SUNGKYUNKWAN UNIVERSITY Go to the operating agency Opens new window
  
  Week Week 16 Week
  
  Course Registration Period Course Registration Period 23.02.20 ~ 23.05.22
  
  Phone Number Phone Number 031-290-5245
  
  Course Satisfaction 4.3
- Difficulty Difficulty -
  
  Certificate Certificate Unissued
  
  Learning recognition time Learning recognition time 32Hour 00Minute (08Hour 00Minute)
  
  Course Duration Course Duration 23.02.27 ~ 23.05.28
  
  Subtitle language -
  
  Course language 한국어(ko)
Registration of courses of interest

List of participating institutions

Course Introduction

본 강의는 목적은 다양한 고급기계학습 기법의 수학적 배경을 이해하고, 각 방법의 장점과 단점을 이해하여 주어진 상황에 적합한 기법을 선택하여 문제를 효율적이고 효과적으로 해결할 수 있다.

* 구성: 총 14강 + 중간평가 + 기말평가
* 개설: 순차적 개설 - 해당 주차일에 강의가 열리며, 지나간 강의는 언제든지 볼 수 있음

[딥러닝 시대에도 필요한 고급기계학습 맛보기 강의]

강의 일정
주차 주차명 차시명
1주차 GM 1) Probability
2) Independency, Bayesian Reasoning
2주차 BN(1) 1) Bayesian Network Overview
2) Dependency in Bayesian Networks
3주차 BN(2) 1) Inference in Bayesian Networks
2) Inference in Polytrees
4주차 HMM(1) 1) Hidden Markov Model Overview
2) Efficient Inference Algorithm for HMMs
5주차 HMM(2) 1) Estimation of HMMs
2) State Sequence Estimation
6주차 GA(1) 1) Genetic Algorithm Overview
2) Selection, Crossover and Mutation
7주차 GA(2) 1) Selection Operators and Real Number Encoding
2) Crossover & Mutation for Real Number Encoding, and Elitism
8주차 중간 평가
9주차 RF 1) Linear SVM
2) Soft Margin Linear SVM
10주차 GP(1) 1) Non-Linear SVM
2) Kernel Trick
11주차 GP(2) 1) Overview of Random Forest
2) Out-Of-Bag Error, Variable Importance
12주차 GP(3) 1) Algorithm of Adaboost
2) Hyperparameter Optimization Overview
3) Gaussian Process I
13주차 AB 1) Gaussian Process II
2) Bayesian Optimization
14주차 MF 1) Singular Value Decomposition
2) Matrix Factorization by Optimization
15주차 GMM 1) Gaussian Mixture Models
2) Expectation-Maximization
16주차 기말평가

강의 일정
주차	주차명	차시명
1주차	GM	1) Probability 2) Independency, Bayesian Reasoning
2주차	BN(1)	1) Bayesian Network Overview 2) Dependency in Bayesian Networks
3주차	BN(2)	1) Inference in Bayesian Networks 2) Inference in Polytrees
4주차	HMM(1)	1) Hidden Markov Model Overview 2) Efficient Inference Algorithm for HMMs
5주차	HMM(2)	1) Estimation of HMMs 2) State Sequence Estimation
6주차	GA(1)	1) Genetic Algorithm Overview 2) Selection, Crossover and Mutation
7주차	GA(2)	1) Selection Operators and Real Number Encoding 2) Crossover & Mutation for Real Number Encoding, and Elitism
8주차	중간 평가
9주차	RF	1) Linear SVM 2) Soft Margin Linear SVM
10주차	GP(1)	1) Non-Linear SVM 2) Kernel Trick
11주차	GP(2)	1) Overview of Random Forest 2) Out-Of-Bag Error, Variable Importance
12주차	GP(3)	1) Algorithm of Adaboost 2) Hyperparameter Optimization Overview 3) Gaussian Process I
13주차	AB	1) Gaussian Process II 2) Bayesian Optimization
14주차	MF	1) Singular Value Decomposition 2) Matrix Factorization by Optimization
15주차	GMM	1) Gaussian Mixture Models 2) Expectation-Maximization
16주차	기말평가

* 평가점수 및 이수증 발급기준
평가점수 및 이수증 발급기준
구분 퀴즈 14회 과제 2회 토론 2회 평가(중간) 평가(기말) 합계
점수 20점 20점 15점 20점 25점 100점
이수기준 : 총점 70점 이상

평가점수 및 이수증 발급기준
구분	퀴즈 14회	과제 2회	토론 2회	평가(중간)	평가(기말)	합계
점수	20점	20점	15점	20점	25점	100점

[성균관대학교 K-MOOC 홍보영상]

이지형 교수

[프로필]
現 성균관대학교 정보통신대학 소프트웨어학과 정교수
現 성균관대학교 지능정보융합원 부원장
現 한국정보과학회 인공지능소사이어티 부회장
現 한국지능시스템학회 이사

미국 SRI International, International Fellow
한국과학기술원 학사/석사/박사

[수업지원]
이진섭 튜터
성균관대학교 대학원 소프트웨어학과 박사과정
E-mail : wlstjq0602@naver.com(24시간 이내에 답변을 드리도록 하겠습니다.)

[기술지원]
진채은 직원
성균관대학교 교무처 교육콘텐츠개발팀
E-mail : wlsco97@skku.edu (24시간 이내에 답변을 드리도록 하겠습니다.)

Preview

Field Engineering (Computers & Communication)

Difficulty Difficulty -

Operating Institute SUNGKYUNKWAN UNIVERSITY Go to the operating agencyOpens new window

Certificate Certificate Unissued

Week Week 16 Week

Learning recognition time Learning recognition time 32Hour 00Minute (08Hour 00Minute)

Course Registration Period Course Registration Period 23.02.20 ~ 23.05.22

Course Duration Course Duration 23.02.27 ~ 23.05.28

Phone Number Phone Number 031-290-5245

Subtitle language -

Course language 한국어(ko)

Registration of courses of interest

	[수업지원] 이진섭 튜터 성균관대학교 대학원 소프트웨어학과 박사과정 E-mail : wlstjq0602@naver.com(24시간 이내에 답변을 드리도록 하겠습니다.)

	[기술지원] 진채은 직원 성균관대학교 교무처 교육콘텐츠개발팀 E-mail : wlsco97@skku.edu (24시간 이내에 답변을 드리도록 하겠습니다.)

하위메뉴

딥러닝 시대에도 필요한 고급기계학습

List of participating institutions

Course Introduction

Preview

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