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      마이페이지

      QR코드

      Terms of Use

      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.

      Copyright protection policy

      Copyright protection policy

      CCL (Creative Commons License)

      CCL is a free-use license that allows others to use their creations freely under certain conditions.



      Terms and conditions of permission

      Attribution (Author Display)


      It is an essential provision included in the license that the author must be indicated, such as the author's name and source.


      Noncommercial


      The work is not available for profit. It means that in order to use for profit, a separate contract is required.


      No Derivative Works


      It means that it is prohibited to change the work or to produce secondary works using the work.


      Share Alike (Allow to change the same conditions)


      It means that secondary works should be allowed to be produced, but the same license as the original works should be applied to secondary works.



      Terms and conditions of permission




      Author Indication (CC BY)


      You must mark the author's name, title of the work, and source.







      Author Indication-Non-Profit (CC BY-NC)


      If you reveal the author, you can use it freely, but you cannot use it for profit.







      Author Indication-No Change (CC BY-ND)


      If you reveal the author, you can use it freely, but you have to use it as it is without any changes.







      Author Indication-Allow to change the same conditions (CC BY-SA)


      If you reveal the author, you can freely use it and change the work, but the same license as the one applied to the original work should be applied to the secondary work.







      Author Indication-Non-Profit-Allow to change the same conditions (CC BY-NC-SA)


      It can be used if the author is identified, and the work can be changed, but it cannot be used for profit, and the same license as the original work must be applied to the secondary work.







      Author Indication-Non-Profit-No Change (CC BY-NC-ND)


      If you reveal the author, you can use it freely, but it cannot be used for profit and must be used as it is without change.




      Multilingual settings

      Home Courses Engineering Computers & Communication

      Course Introduction
      강좌소개

      • "AI기반 빅데이터 분석을 통한 지역 재생 정보 활용" 강좌에 오신 것을 환영합니다.

        본 교과목에서는 데이터 분석을 위한 파이썬 기초 문법을 배우고 파이썬을 활용해 다양한 지역 재생과 관련된 실생활 문제로 데이터 분석을 진행하는 과정을 학습합니다.

        총 15주의 학습을 통해 지역 재생과 관련된 실생활 문제, 코로나 바이러서 감염 현황 분석, 지하철 승하차 현황 분석, 주식 시세 분석 등을 통해 문제해결 능력을 함양할 수 있기를 바랍니다. 

      학습목표

      • 파이썬 핵심 문법 및 자료구조 및 파이썬 핵심 문법 및 자료구조 이해

        넘파이 배열(ndarray) 생성 및 활용 및 ndarray 고급 활용 기법

        판다스 기초 및 데이터 프레임 활용법 학습 및 판다스 고급 기능 활용법 학습

        Matplotlib을 활용한 데이터 시각화 학습, Seaborn을 활용한 데이터 시각화 학습

        기상청 데이터 분석, 서울 인구 및 CCTV 설치 현황 분석 등

      강좌 운영일정
      • 수강신청기간 : 2025년 12월 1일 ~ 2026년 1월 31일
      • 강좌운영기간 : 2025년 12월 1일 ~ 2026년 1월 31일
      이수 및 평가기준

      • 본 강좌는 학점이 부여되지 않는 자율참여 강좌입니다. 단 개인의 역량 강화를 위해 아래와 같이 성적 반영률을 제시하고 있으며 각 15주 안에 중간고사/기말고사를 시행하고 있으니 참조 바랍니다. (이수증 발급 별도 없음)

        - 학습활동 반영 비율

        중간고사 30%, 기말고사 30%, 출석 10%, 과제 30%


        문의처 

        수업에 참여하는 과정에 생기는 궁금한 점이나 건의사항은 Q&A 게시판에 작성해주시면 성심성의껏 답변해드리겠습니다.

        이메일 문의 : yuhuss@yu.ac.kr
      Syllabus
      주차 주차명(주제) 차시 차시명(학습내용) 평가방법
      1

      파이썬 핵심 문법 및 자료구조 이해

      		 1-1

      서울 인구, CCTV 설치 현황 분석 및 5대 범죄 분석
      1-2

      기초 용어, 자료형, 변수 및 문자열
      1-3

      복합 데이터형 (리스트, 튜플)
      2

      파이썬 핵심 문법 및 자료구조 이해

      		 2-1

      집합, 딕셔너리, 기타 데이터형
      2-2

      조건문, 반복문
      2-3

      List Comprehension, 함수
      3

      넘파이 배열(ndarray) 생성 및 활용

      		 3-1

      넘파이 소개 및 ndarray
      3-2

      ndarray 활용
      3-3

      넘파이 실습
      4

      ndarray 고급 활용 기법

      		 4-1

      ndarray 다양하게 다루기
      4-2

      ndarray 다양하게 다루기2
      4-3

      넘파이 실습2
      5

      판다스 기초 및 데이터 프레임 활용법 학습

      		 5-1

      판다스 소개, 시리즈 및 데이터프레임
      5-2

      데이터프레임 활용
      5-3

      데이트프레임 활용2
      6

      판다스 고급 기능 활용법 학습

      		 6-1

      통계연산, 함수적용, 히스토그래밍 및 문자열처리
      6-2

      그룹화, 데이터입출력 및 프로그래밍 예제
      6-3

      판다스 실습 1
      7

      판다스를 활용한 대용량 데이터 분석 기법 학습

      		 7-1

      대용량 데이터 분석하기 1 (영화 개봉 및 캐스팅정보분석)
      7-2

      대용량 데이터 분석하기 2 (영화 개봉 및 캐스팅정보분석)
      7-3

      대용량 데이터 분석하기 3(영화 개봉 및 캐스팅정보분석)
      8 중간고사 8-1
      8-2
      8-3
      9

      Matplotlib을 활용한 데이터 시각화 학습

      		 9-1

      Matplotlib을 활용한 데이터 시각화 1
      9-2

      Matplotlib을 활용한 데이터 시각화 2
      9-3

      Matplotlib을 활용한 데이터 시각화 3
      10

      Seaborn을 활용한 데이터 시각화 학습

      		 10-1

      Seaborn을 활용한 데이터 시각화 1
      10-2

      Seaborn을 활용한 데이터 시각화 2
      10-3

      Seaborn 및 기타 시각화 기법 실습
      11

      기상청 데이터 분석

      		 11-1

      기상청 데이터 분석 1
      11-2

      기상청 데이터 분석 2
      11-3

      기상청 데이터 분석 3
      12

      서울 인구 및 CCTV 설치 현황 분석 1

      		 12-1

      인구 및 CCTV 설치 현황분석 1
      12-2

      인구 및 CCTV 설치 현황분석 2
      12-3

      인구 및 CCTV 설치 현황분석 3
      13

      서울 인구 및 CCTV 설치 현황 분석 2

      		 13-1

      인구 및 CCTV 설치 현황분석 4
      13-2

      인구 및 CCTV 설치 현황분석 5
      13-3

      인구 및 CCTV 설치 현황분석 6
      14

      서울 인구, CCTV 설치 현황 분석 및 5대 범죄 분석

      		 14-1

      서울 5대 범죄 분석 1
      14-2

      서울 5대 범죄 분석 2
      14-3

      서울 5대 범죄 분석 3
      15 기말고사 15-1
      15-2
      15-3

      수강소감 및 향후발전 방향 등에 대한 토론 (게시판)
      Course Operators

      • 영남대학교 컴퓨터학부 교수

      • 강의 조교 
        E-mail : yuhuss@yu.ac.kr
        강좌 수강 관련 문의사항은 해당 메일로 주시면 됩니다. 

      FAQ

      Q 강의 교재가 있나요?

      A 강의실 자료실에서 각 주차별 학습자료를 제공하고 있습니다. 수강에 참고하시기 바랍니다.

      Field Engineering (Computers & Communication)

      Difficulty intermediate

      Operating Institute Yeungnam University

      Certificate Unissued

      Week 15 Week

      Learning recognition time 21Hour 00Minute (17Hour 23Minute)

      Course Registration Period 26.03.16 ~ 26.12.31

      Course Duration 26.03.16 ~ 26.12.31

      Phone Number 053-810-1618

      Subtitle language 한국어 Others 1ea

      Course language 한국어(ko)

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