• 제목/요약/키워드: 인공지능 활용 교육

검색결과 391건 처리시간 0.027초

Development and Application of Artificial Intelligence Convergence Education Program Based on Decision Tree: Focusing on Unplugged Activities (의사결정 트리 기반 인공지능 융합교육프로그램 개발 및 적용: 언플러그드 활동을 중심으로)

  • Sung-ae Kim
    • Journal of Practical Engineering Education
    • /
    • 제14권3호
    • /
    • pp.459-469
    • /
    • 2022
  • The purpose of this study is to explore the educational effect by developing and applying a decision tree-based artificial intelligence convergence education program. To achieve the purpose of this study, the study was conducted through a three-step process of preparation, development, and improvement. In addition, it consisted of four stages of the creative problem-solving process: 'Understanding the problem', 'Idea search and development', 'realization' and 'evaluation'. In particular, the artificial intelligence convergence education program developed in this study is an unplugged activity that does not include programming. Therefore, it is very noteworthy that artificial intelligence convergence education was implemented in subjects other than technology and home economics education, and information education, which are part of junior engineering education, and practical arts education in elementary education, which is a subject that learns Artificial Intelligence technology including programming during class time. In other words, it shows that AI technology can be integrated and taught in most subjects, not specific subjects and has great significance in that it can utilize the concepts and principles of artificial intelligence technology when teaching the concept of classification, which is included in the curriculum.

Exploring teaching and learning methods using artificial intelligence (AI) in the mathematics classroom : Focusing on the development of middle school statistic scenarios (수학교실에서 인공지능(AI)을 활용한 교수학습 방안 탐색 : 중학교 통계 단원 시나리오 개발을 중심으로)

  • Choi, Inseon
    • Journal of the Korean School Mathematics Society
    • /
    • 제25권2호
    • /
    • pp.149-174
    • /
    • 2022
  • The purpose of this study is to explore the teaching and learning method using artificial intelligence (AI) in the mathematics classroom. To this end, to predict the direction of mathematics education using AI in the mathematics classroom, this study investigates the fields where AI is applied to education, and discuss issues to consider when introducing AI through scenario development using AI in middle school statistics. This study is meaningful in that it specifically considered how artificial intelligence can be grafted into the mathematics classroom through the development of scenarios that integrate and apply artificial intelligence that has been developed and used segmentally in the current middle school statistics. Afterwards, based on the contents of this study, implications for using AI in the math classroom were derived.

Development of Software Education Program using Self-driving (자율주행을 활용한 소프트웨어 교육프로그램 개발)

  • Hyo Sun Yoon;Min Kyu Jeong;Kyung Baek Kim
    • Smart Media Journal
    • /
    • 제13권2호
    • /
    • pp.145-155
    • /
    • 2024
  • As the importance of software and artificial education is emphasized on the digital transformation era, various educational materials are being developed and distributed. To achieve the purpose of software education, various software education programs suitable for school settings need to be provided. In this paper, we developed a software education program using self-driving that can be applied to secondary school software education and applied it to secondary school students. The developed software education program is a physical computing program consisting of various motion control programs such as object detection, line tracing using various sensors, focusing on experience and practice. As a result of the survey, students' attitudes and career orientation toward software and artificial intelligence, and satisfaction with software education were over 90%, and satisfaction with the proposed program was over 95%.

Design of Machine Learning Education Program for Elementary School Students Based on Sound Data (소리 데이터를 활용한 블록 기반의 초등 머신러닝 교육 프로그램 설계)

  • Ko, Seunghwan;Lee, Junho;Moon, Woojong;Kim, Jonghoon
    • 한국정보교육학회:학술대회논문집
    • /
    • 한국정보교육학회 2021년도 학술논문집
    • /
    • pp.7-11
    • /
    • 2021
  • This study designs block-based machine learning education program using sound data that can be easily applied in elementary schools. The education program designed its goals and directions based on the results of a demand analysis conducted on 70 elementary school teachers in advance according to the ADDIE model. Scratch in Machine Learning for Kids was used for block-based programming, and the education program was designed to discover regularity of data values using sound data, learn the principles of artificial intelligence, and improve computational thinking in the programming process. In a later study, the education program needs to verify what changes there are in attitudes and computational thinking about artificial intelligence.

  • PDF

Developing Programming Education Software with Generative AI (생성형 인공지능을 활용한 프로그래밍 교육 소프트웨어 개발)

  • Do-hyeon Choi
    • Journal of Practical Engineering Education
    • /
    • 제15권3호
    • /
    • pp.589-595
    • /
    • 2023
  • Artificial intelligence(AI) is spurring advancements in EdTech, the merger of technology and education. This includes the creation of effective learning materials and personalized student experiences. Our study focuses on developing a programming education software that employs state-of-the-art generative AI. Our software also includes prompts optimized for programming code analysis, which are based on the well-known ChatGPT API. Furthermore, the necessary functions for acquiring programming skills were created with a user interface and developed as a question-and-answer template function based on an AI chatbot. The objective of this study is to guide the development of educational programmes that make use of generative AI.

Analysis of the Abstract Structure in Scientific Papers by Gifted Students and Exploring the Possibilities of Artificial Intelligence Applied to the Educational Setting (과학 영재의 논문 초록 구조 분석 및 이에 대한 인공지능의 활용 가능성 탐색)

  • Bongwoo Lee;Hunkoog Jho
    • Journal of The Korean Association For Science Education
    • /
    • 제43권6호
    • /
    • pp.573-582
    • /
    • 2023
  • This study aimed to explore the potential use of artificial intelligence in science education for gifted students by analyzing the structure of abstracts written by students at a gifted science academy and comparing the performance of various elements extracted using AI. The study involved an analysis of 263 graduation theses from S Science High School over five years (2017-2021), focusing on the frequency and types of background, objectives, methods, results, and discussions included in their abstracts. This was followed by an evaluation of their accuracy using AI classification methods with fine-tuning and prompts. The results revealed that the frequency of elements in the abstracts written by gifted students followed the order of objectives, methods, results, background, and discussions. However, only 57.4% of the abstracts contained all the essential elements, such as objectives, methods, and results. Among these elements, fine-tuned AI classification showed the highest accuracy, with background, objectives, and results demonstrating relatively high performance, while methods and discussions were often inaccurately classified. These findings suggest the need for a more effective use of AI, through providing a better distribution of elements or appropriate datasets for training. Educational implications of these findings were also discussed.

Development of Design thinking-based AI education program (디자인 씽킹 기반 인공지능 교육 프로그램 개발)

  • Lee, Jaeho;Lee, Seunghoon
    • Journal of The Korean Association of Information Education
    • /
    • 제25권5호
    • /
    • pp.723-731
    • /
    • 2021
  • In this study, the AI education program for elementary school students was developed and applied by introducing the design thinking process, which is attracting attention as a creative problem solving process. A design thinking-based AI education program was developed in the stages of Understanding AI, Identifying sympathetic problems, Problem definition, Ideate, Prototype, Test and sharing, and the development program was applied to elementary school students in 4th-6th grade. As a result of pre- and post-testing of students' computational thinking skills to confirm the effectiveness of the program, computational thinking skills increased by grade level, and students experienced a process of collaboration for creative problem solving based on insights gained from sympathetic problem finding. In addition, it was possible to get a glimpse of the attitude of using AI technology to solve problems, and it was confirmed that ideas were generated in the prototype stage and developed through communication between team members. Through this, the design thinking-based AI education program as one of the AI education for elementary school students guarantees the continuity of learning and confirms the possibility of providing an experience of the creative problem-solving process.

Development of Artificial Intelligence Education Program for Elementary Education Using Advance Organizer (선행조직자를 활용한 초등 인공지능 교육 프로그램 개발)

  • Lee, Dagyeom;Kim, Seong-won;Lee, Youngjun
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 한국컴퓨터정보학회 2022년도 제65차 동계학술대회논문집 30권1호
    • /
    • pp.219-221
    • /
    • 2022
  • 초등학교 인공지능(Artificial Intelligence, AI) 교육은 학교급별 특성과 수준을 고려하여 놀이 및 체험 활동 중심으로 계획되고 있다. 그러나 교육 현장의 수요 및 AI 리터러시 연구에서 AI 개념의 지도 필요성이 제시되고 있다. 초등학생에게 어렵고 생소한 AI 개념을 교육하기 위해 학습자의 발달 특성을 고려한 교수학습 전략이 필요하다. 선행조직자는 개념 지도 시 학습자의 인지적 부하를 줄일 수 있는 효과적인 교수학습 전략 중 하나로 이미 초등학생을 위한 인공지능 교재에 널리 사용되고 있다. 그러나 교재 분석 결과 선행조직자는 학생별 경험과 양육환경의 차이로 인해 선행조직자로서 기능하지 못할 가능성이 있다. 이를 해결하기 위해 본 연구는 초등학교에 널리 활용될 수 있는 선행조직자를 초등 교육과정에서 추출하여 AI 교육 프로그램을 개발하였다. 본 프로그램은 초등학교 5~6학년 AI 교육 내용 기준에서 AI 개념 요소를 추출하여 초등학교 1~4학년 교과 교육과정에서 선행조직자를 선정하였고 4차시의 교육 프로그램을 개발하였다. 본 연구를 통해 개발된 프로그램이 초등학생의 효과적인 AI 개념을 학습과 AI 리터러시 향상에 도움이 될 것으로 기대된다.

  • PDF

Development of Machine Learning Online Education Program for Disadvantaged Informatics Gifted Students (소외계층 초등 정보영재학생을 위한 머신러닝 온라인 교육 프로그램 개발)

  • Kim, Seong-Won;Kim, Jiseon;Ryu, Jiyoung
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 한국컴퓨터정보학회 2020년도 제62차 하계학술대회논문집 28권2호
    • /
    • pp.633-634
    • /
    • 2020
  • 본 논문에서는 소외계층 초등정보영재를 위한 온라인 머신러닝 교육 프로그램을 개발하였다. 교육 프로그램은 초등정보영재 전문가가 개발하였으며, 인공지능 교육 전문가가 검증하였다. 교육 프로그램은 15차시로 구성하였으며, 인공지능에 대한 이해, 데이터 수집 및 표현, 모델 선택, 훈련, 평가, 실생활 사례 제작, 예측으로 내용을 구성하였다. 교육 프로그램에서 학습 모형은 이재호와 홍창의(2009)의 문제 중심형 e-PBL 학습 모형을 본 연구에 맞게 수정하여 활용하였다. 향후 연구에서는 개발한 교육 프로그램을 소외계층 초등 정보영재에 적용하고, 교육 프로그램을 통한 소외계층 초등정보 영재의 변화를 분석하고자 한다.

  • PDF

A Study on Instructional Methods based on Computational Thinking Using Modular Data Analysis Tools for AI Education in Elementary School (모듈형 데이터 분석 도구를 활용한 컴퓨팅사고력 기반의 초등학교 인공지능교육 교수학습방법 연구)

  • Shin, Seungki
    • Journal of The Korean Association of Information Education
    • /
    • 제25권6호
    • /
    • pp.917-925
    • /
    • 2021
  • This study aims to specify a constructivism-based instructional method using a modular data analysis tool. The value and meaning of a modular data analysis tool have been examined to be applied in the national curriculum for artificial intelligence education and the process of cultivating problem-solving ability based on computational thinking. The modular data analysis tool visually expresses the cognitive thinking process that forms the schema in equilibrating through assimilation and adjustment. Artificial intelligence education has features that embody abstract knowledge and structure the data analysis module through the represented schema as a BlackBox implemented as an algorithm. Therefore, the value of the modular data analysis tool could be examined because it has the advantage of connecting the conceptual and implicit schema.