• Title/Summary/Keyword: SW공학 교육

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Gradient Descent Training Method for Optimizing Data Prediction Models (데이터 예측 모델 최적화를 위한 경사하강법 교육 방법)

  • Hur, Kyeong
    • Journal of Practical Engineering Education
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    • v.14 no.2
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    • pp.305-312
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    • 2022
  • In this paper, we focused on training to create and optimize a basic data prediction model. And we proposed a gradient descent training method of machine learning that is widely used to optimize data prediction models. It visually shows the entire operation process of gradient descent used in the process of optimizing parameter values required for data prediction models by applying the differential method and teaches the effective use of mathematical differentiation in machine learning. In order to visually explain the entire operation process of gradient descent, we implement gradient descent SW in a spreadsheet. In this paper, first, a two-variable gradient descent training method is presented, and the accuracy of the two-variable data prediction model is verified by comparison with the error least squares method. Second, a three-variable gradient descent training method is presented and the accuracy of a three-variable data prediction model is verified. Afterwards, the direction of the optimization practice for gradient descent was presented, and the educational effect of the proposed gradient descent method was analyzed through the results of satisfaction with education for non-majors.

A Developing a Teaching-Learning Model of Software Education for Non-major Undergraduate Students (비전공 학부생 대상의 SW 교육을 위한 교수-학습 모델 개발)

  • Sohn, Won-sung
    • Journal of Practical Engineering Education
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    • v.9 no.2
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    • pp.107-117
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    • 2017
  • here are many cases that take a software education as a required course for non-major students in university curriculums. However, non-major students are experiencing various difficulties in the process of learning programming languages, and there is also the opposite opinion in terms of their effectiveness. In this study, we developed a design based software education model (DBSEM) and curriculum to solve these problems and applied it to undergraduate non-undergraduate students for the last 8 years. In the proposed method, we provide a specialized educational tool such as 'block-based programming tool', but developed 'core module' and 'concept learning module' for computational thinking and applied 'prototype design module' and coding strategy based on it. As a result, non-major undergraduates could easily learn block-based scripting tools and acquire core concepts of computational thinking.

A study on DID metadata processing method according to distance learning data weight (원격교육 학습데이터 가중치에 따른 DID 메타데이터 처리방법 연구)

  • Youn-A Min
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.07a
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    • pp.567-568
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    • 2023
  • 본 논문에서는 블록체인 기반 DID기술을 이용하여 원격교육에서 발생하는 학습데이터를 효율적으로 관리하기 위한 방법으로, 학습데이터 가중치를 고려한 DID 메타데이터관리방법을 제안하였다. 메타데이터의 식별자에 대하여 특정위치로 데이터 가중치를 검색하도록 하고 해당 가중치에 따라 처리방법을 다양화 할 수 있다. 본문에서는 블록체인의 Zero Knowledge Proof 방식 처리에 차별화를 두어 메타데이터를 처리하였으며 데이터 처리속도 및 데이터관리에 효율성높일 수 있다.

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A Proposal for Education of Web-based Software Engineering (웹 기반 소프트웨어공학 교육을 위한 제안)

  • Choi, Young-Mee;Jang, Duk-Sung;Kwon, Ho-Yul;Oh, Chan-Joo;Kim, Sung-Ik
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.11c
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    • pp.1587-1590
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    • 2003
  • 웹 정보시스템 개발에 있어 사용자 요구사항이 복잡하고 다양해짐에 따라 웹 정보시스템 개발에 SE 기술을 접목하는 연구가 시도되고 있다. 그러나 아직 웹 기반 소프트웨어공학을 대학의 교육과정에 도입하는 경우는 없다. 본 논문에서는 웹 정보시스템의 개발 및 운영에 대한 핵심 소프트웨어공학 기법을 교육함에 있어서 중요하고 시급한 주제, 네 가지를 제안하려 한다. 첫 번째는 웹 기술과 컴포넌트 기술을 적용한 소프트웨어 아키텍처이고, 두 번째는 웹 효과적인 웹 응용 개발을 위한 디자인 패턴이며, 세 번째는 웹기반 SW 테스팅의 계획수립 및 테스트 수행 기법이고 마지막으로 웹서비스 기술과 적용 사례가 교육되어야 할 것으로 보인다.

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A Study on the Utilization of EDISON Computational Chemistry SW (EDISON 계산화학 SW 활용 및 확산 방안 연구)

  • Kim, Woohyun;Lee, Jongsuk;Park, Sunrae;Lee, Joon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.10a
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    • pp.105-106
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    • 2015
  • EDISON은 5개 전문응용분야(전산열유체, 나노물리, 계산화학, 구조동역학, 전산설계)로 구성되어 있으며, 계산과학공학의 교육 연구 활성화를 위하여 2011년부터 제공하고 있는 사업이다. 본 연구는 EDISON 계산화학 전문분야를 중심으로 현재 활발히 제공하고 있는 SW 및 사용자 활용 현황을 분석하여, EDISON 시스템을 확산할 수 있는 방안을 제언하였다.

Present State of Programming Language Education and Suggestions for Its Improvement (프로그래밍 언어 교육현황과 개선제안)

  • Rheem, Jae-Yeol
    • The Journal of Korean Institute for Practical Engineering Education
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    • v.3 no.1
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    • pp.56-61
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    • 2011
  • As IT technology improves, software is being more and more important. Industry demands higher level of programming ability from university graduates. As a result, programming related courses already take higher possession of electronics department curricula. But even though the environment likewise computer laboratory is improved as much, and professors have tried to enhance the quality of their lectures and educational results, still programming education does not match the demand of our society and industry. In this paper, we introduce the overview of programming education in electronics department, KUT and discuss problems in programming language education especially for the 1st year students, since programming education to the 1st year university students becomes one of the most important part as it deals with fundamentals on programming language and we suggest its improvement directions in regards with students, teaching materials, professors, class size, and class hours.

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Operation and Satisfaction of Physical Computing Classes Using MODI (MODI를 활용한 피지컬 컴퓨팅 수업 운영 및 만족도)

  • Seo, Eunsil
    • Journal of Engineering Education Research
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    • v.26 no.1
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    • pp.37-44
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    • 2023
  • Recently, the Internet of Things is attracting attention as an important key technology of the 4th Industrial Revolution, and SW education using physical computing is suggested as a good alternative to supplement the problems raised by beginners in programming education. Among the many teaching tools that can be used for physical computing education, MODI is a modular manufacturing tool that anyone can easily assemble like Lego. MODI is a teaching tool that can improve learners' achievement by linking a self-linked block-type code editor called MODI Studio to lay the foundation for programming in a relatively small amount of time and immediately check the results in person. In this paper, a physical computing education method using MODI was designed to be applied to basic programming courses for programming beginners and applied to after-school classes for middle school students. As a result, it was found that students' interest and satisfaction were much higher in physical computing classes using MODI than in text-based programming classes. It can be seen that physical computing education that allows beginners to see and feel the results in person is more effective than grammar-oriented text programming, and it can have a positive effect on improving basic programming skills by increasing students' participation.

Software Education based on Experiential Education (경험 중심 교육을 기반으로 한 소프트웨어 교육 방안)

  • Jin, Kwang-Hun;Lee, Myung-Suk
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.01a
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    • pp.327-330
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    • 2019
  • 본 연구는 기존의 소프트웨어 교육 방법이 가지는 문제점을 분석하고, 이를 해결하기 위한 방안으로 존듀이와 프레네의 경험 중심 교육 방법에 기반을 둔 새로운 소프트웨어 교육 모델을 제안한다. 경험 중심 기반의 새로운 소프트웨어 교육 방법은 학습자들의 자율성을 보장하고, 학습자들 간의 상호작용을 통해 일상생활의 문제점을 해결할 수 있는 문제 해결력을 기르는데 중점을 두고 있다. 따라서 본 연구는 자유로운 사고방식으로 일상생활의 다양한 문제를 발견할 수 있는 능력과 다양한 경험을 통해 이를 해결할 수 있는 능력을 기르도록 체계화된 소프트웨어 교육 모델을 구성할 것이며 이를 통해 소프트웨어 교육의 발전에 기여하고자 한다.

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Analysis of High School Informatics Curriculum Based on Computer Science Curricula 2013 (CS2013에 근거한 국내외 고등학교 정보교육과정 분석)

  • Woo, HoSung;Kim, JaMee;Lee, WonGyu
    • KIPS Transactions on Software and Data Engineering
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    • v.6 no.8
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    • pp.411-418
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    • 2017
  • The curriculum is about what to teach and learn, which is the basis for judging the level of knowledge. At the present time when the necessity of informatics education is emphasized, cultivation of human resources to actively cope with the SW-oriented society is the core of national competitiveness. The purpose of this study is to compare and analyze the quantitative aspects of high school curriculum based on higher education curriculum. Among the 18 knowledge areas, 'America' has 15 areas, 'UK' has 10 areas, and 'Japan' has 7 areas. However, 'Korea' has 6 areas, The purpose of this study is to understand the current status of Korea's information curriculum through the analysis of curriculum and to provide contents and implications for the curriculum revision.