• 제목/요약/키워드: Role Learning

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Design and Implementation of ELAS in AI education (Experiential K-12 AI education Learning Assessment System)

  • Moon, Seok-Jae;Lee, Kibbm
    • International Journal of Advanced Culture Technology
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    • 제10권2호
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    • pp.62-68
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    • 2022
  • Evaluation as learning is important for the learner competency test, and the applicable method is studied. Assessment is the role of diagnosing the current learner's status and facilitating learning through appropriate feedback. The system is insufficient to enable process-oriented evaluation in small educational institute. Focusing on becoming familiar with the AI through experience can end up simply learning how to use the tools or just playing with them rather than achieving ultimate goals of AI education. In a previous study, the experience way of AI education with PLAY model was proposed, but the assessment stage is insufficient. In this paper, we propose ELAS (Experiential K-12 AI education Learning Assessment System) for small educational institute. In order to apply the Assessment factor in in this system, the AI-factor is selected by researching the goals of the current SW education and AI education. The proposed system consists of 4 modules as Assessment-factor agent, Self-assessment agent, Question-bank agent and Assessment -analysis agent. Self-assessment learning is a powerful mechanism for improving learning for students. ELAS is extended with the experiential way of AI education model of previous study, and the teacher designs the assessment through the ELAS system. ELAS enables teachers of small institutes to automate analysis and manage data accumulation following their learning purpose. With this, it is possible to adjust the learning difficulty in curriculum design to make better for your purpose.

플립러닝형 프로젝트 기반학습을 적용한 수업 설계: Digital Painting Tool 수업을 중심으로 (Class Design Applying Flipped Learning Combined with Project-Based Learning: Focusing on Digital Painting Tool for Class)

  • 성례아;공현희
    • Journal of Information Technology Applications and Management
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    • 제29권1호
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    • pp.29-45
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    • 2022
  • The Fourth Industrial Revolution era requires people to have the ability of integrated thinking, critics, sensitivity, and creativity in an integrated manner. Therefore, teaching methods are expected to become more suitable for the trend. In this belief, current teacher-leading education method should move to students' self motivating one and consist of programs in which students voluntarily involve. In this reason, this study suggests FPBL educational method model that is combines project-based learning with flipped learning by analysing preceding research and digital painting tool class was designed by applying it. As a result of applying the designed class model to the class, all of the class satisfaction, effectiveness, and interaction were evaluated positively. Problems such as limitations of project classes due to non-face-to-face classes, large amount of learning before class, and reduced concentration during class were found. Therefore, when the FPBL class model is conducted non-face-to-face, it will be necessary to further strengthen the role of the instructor, provide lecture videos summarizing the core contents, and improve concentration by providing active participation and fun using various digital tools. The result of the study looks significant by confirming the possibility of applying FPBL model not only in design education but also other educational settings.

MobileNet과 TensorFlow.js를 활용한 전이 학습 기반 실시간 얼굴 표정 인식 모델 개발 (Development of a Ream-time Facial Expression Recognition Model using Transfer Learning with MobileNet and TensorFlow.js)

  • 차주호
    • 디지털산업정보학회논문지
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    • 제19권3호
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    • pp.245-251
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    • 2023
  • Facial expression recognition plays a significant role in understanding human emotional states. With the advancement of AI and computer vision technologies, extensive research has been conducted in various fields, including improving customer service, medical diagnosis, and assessing learners' understanding in education. In this study, we develop a model that can infer emotions in real-time from a webcam using transfer learning with TensorFlow.js and MobileNet. While existing studies focus on achieving high accuracy using deep learning models, these models often require substantial resources due to their complex structure and computational demands. Consequently, there is a growing interest in developing lightweight deep learning models and transfer learning methods for restricted environments such as web browsers and edge devices. By employing MobileNet as the base model and performing transfer learning, our study develops a deep learning transfer model utilizing JavaScript-based TensorFlow.js, which can predict emotions in real-time using facial input from a webcam. This transfer model provides a foundation for implementing facial expression recognition in resource-constrained environments such as web and mobile applications, enabling its application in various industries.

Interaction Patterns in Distance Only Mode e-Learning

  • SUNG, Eunmo
    • Educational Technology International
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    • 제10권2호
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    • pp.127-143
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    • 2009
  • The purpose of this study was to identify the interaction patterns in distance only mode e-Learning. In order to investigate this study, messages shown in the electronic notice board were analyzed to see how interaction occurs between teacher and learner or learner and learner under the e-learning of cyber university. To analyze messages was applied according to the framework by Henri's contents analysis model. As a result of contents analysis on electronic board, the participative dimension was 399 messages. A learner put on 7~8 messages a day. The number of messages was low compared to the number of learners, but the number of inquiries was about 140. That means that each learner contacts and checks messages at least once a day. The meaning dimension was 600 units. The main interaction patterns were Interactive-social-cognitive-metacognitive. This means that e-Learning in distance only mode leads a positive attitude of learners as a self-directed learning, and needs teacher's well-structured instructional strategies for increasing interaction. In conclusion, social dimension and interactive dimension of messages support learners psychologically in the process of learning though they directly guide learning under the circumstances of e-learning lacking face-to-face element. It can be interpreted that the teacher's role is significantly important in order to attract learners' positive participation and cognitive and meta-cognitive dimension of messages and activities

Assessing the Effectiveness of Smartphone Usage to Interact with Learning Materials in Independent Learning Outside of Classrooms among Undergraduate Students

  • Sununthar Vongjaturapat;Nopporn Chotikakamthorn;Panitnat Yimyam
    • Asia pacific journal of information systems
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    • 제31권1호
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    • pp.43-75
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    • 2021
  • Clearly, the smartphone is increasingly playing a greater role in everyday life, thus providing opportunities to evaluate how well the use of the smartphone meets the requirements of undergraduate students in independent learning outside of a classroom setting. This study used the task-technology fit (TTF) model to explore the effectiveness of smartphone usage to interact with learning materials in independent learning outside of classrooms, the need for smartphone support, and the fit of devices to tasks as well as performance. First, the study used interviews, observation, and survey data to identify what are the most important constructs of smartphones that stimulate students to interact with learning materials in independent learning outside of classrooms. Based on the findings from the exploratory study and Task Technology Fit theory, we postulated the Navigation design, Ergonomic design, Content support, and Capacity as the essential dimension of the smartphone construct. Then, we proposed a research model and empirically tested hypotheses with the structural model analysis. The results reveal a significant positive impact of task and technology on TTF for smartphone usage to interact with learning materials in independent learning outside of classrooms; it also confirmed the TTF and performance have a direct effect on actual use.

사이버가정학습에서 학습 스타일과 교육 방법이 미치는 효과성 연구 (A Study on the Influence of Learning Style and Instructional Method in Cyber-home Learning)

  • 한희섭;한선관
    • 컴퓨터교육학회논문지
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    • 제14권1호
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    • pp.81-89
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    • 2011
  • 사이버가정학습은 학습자의 학습 영역을 가정으로 확산해 가는 것이 근본 취지이지만, 학교교육과 연계되지 못하면 그 실효성이 미미하다는 것이 연구학교 교사들의 지적이었다. 본 연구에서는 사이버가정학습을 활용함에 있어서 학교교육과 연계한 블렌디드 러닝(Blended-learning) 교육방법과 학습 스타일 등 학습자의 학습 요소가 학력 향상에 미치는 영향력을 비교해보았다. 사전검사결과 사회과의 학력에 차이가 없는 두 개 학급을 선정해 1학기동안 순수한 사이버학습과 블렌디드 학습의 두 형태로 운영을 해보고, 학력 향상에 미친 요소들의 영향력을 통계적으로 검정해보았다. 그 결과 학습 방법이 가장 큰 영향력을 보여주었고, 다음으로 Kolb의 학습 스타일에서 구체적 경험을 중시하는 학습 스타일과 반성적 관찰을 중시하는 학습 스타일의 영향력이 통계적으로 유의한 차이를 보여주었다. 연구 결과 사이버가정학습의 효과적 운영을 위해 학교교육과 적극적으로 연계되어 활용되어야 하며, 학습자들의 학습 스타일에 맞추어 적합한 학습 콘텐츠가 마련되어야 함을 보여주었다.

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기업에서 학습지원이 개인의 학습참여와 조직학습에 미치는 영향 분석 (The Effect of Corporate Support in Learning on Individual Participation in Learning and Organizational Learning)

  • 김지영;장원섭
    • 직업교육연구
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    • 제29권3호
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    • pp.133-156
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    • 2010
  • 이 논문은 기업에서 학습지원이 개인의 학습참여와 조직학습에 어떠한 영향을 미치는 지를 분석하였다. 구체적으로, 기업에서 학습지원이 개인의 학습참여에 미치는 영향을 살펴보았고, 기업에서의 학습지원과 개인의 학습참여가 조직학습에는 어떠한 영향을 미치는지를 검토하였다. 이를 위해 한국고용정보원과 연세대학교가 공동으로 실시한 '대졸 청년층 직장생활 적응능력 향상 연구'의 설문조사 자료를 분석하였다. 통계 분석을 위해서 위계적 선형모형을 적용하였다. 분석 결과, 기업에서 형식학습과 무형식학습의 지원여부는 개인의 형식학습 참여와 공식적 관계학습참여에 유의미한 영향을 미쳤다. 또한, 기업의 학습지원과 개인의 학습참여는 조직학습의 각 요소(수용력, 조직기억, 학습능력, 환경적응)에 긍정적인 영향을 미치는 것으로 나타났다.

동기유발을 위한 ARCS이론을 적용한 수업이 수학과 문제해결력 신장에 미치는 영향 (The effectiveness of the ARCS model which is adapted to improve the solution of mathematical problems for the induction of motivation in learners)

  • 성열욱;김상운
    • 한국학교수학회논문집
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    • 제4권2호
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    • pp.93-102
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    • 2001
  • All men′s achievement and behavior is always based on motivation. It has been reported that learning motivation plays an important role to get the achievement of study to approximately 16 ~ 38%. Therefore, a lot of researchers agree that learning motivation must be required for learning achievement. This study focuses on "How behavior induces learning motivation from learners\ulcorner" I adapted "the Attention, Relevance, Confidence, Satisfaction" which is supported by John. M. Keller in the model of ARCS to the course of teaching-learning in order to improve them systematically. The effectiveness and results of adaptation must be considered to solve the math problems.

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Effects of Ongoing Feedback on Students' Attitudes towards Writing

  • Yang, Tae-Sun
    • 영어어문교육
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    • 제16권1호
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    • pp.171-188
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    • 2009
  • The purpose of this study was to investigate the role of ongoing feedback from the professor in students' processes of learning and developing writing skills. Specifically, the researcher was concerned with how ongoing feedback affected students' attitudes towards writing because in EFL contexts, motivating students to write is a first step to engage them in a challenging journey of academic writing. 20 freshmen taking a writing course, "Paragraph & Essay Writing", at A university participated in this study and they were asked to complete the questionnaire at the end of the spring semester 2009. The results revealed that receiving ongoing feedback from the professor had a positive influence on affective domain, was helpful to develop learning strategies, and was valuable in learning outcomes. However, they also expressed negative opinions: feeling a burden, focusing on forms, and feeling confused. To reflect their opinions, the following four suggestions were made to create a more effective learning environment: promoting learner autonomy, facilitating individual writing conferences, giving balanced feedback in between form and content, and using judicious feedback through careful streaming.

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협동학습이 학습자의 자기조절학습능력, 학업성취도, 자아존중감 및 협동심에 미치는 영향 (The Effects of Cooperative Learning Applying Jigsaw II on Learner's Self-Regulated Learning, Achievement, Self-Esteem & Cooperation)

  • 윤현상;김삼곤
    • 수산해양교육연구
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    • 제13권2호
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    • pp.194-211
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    • 2001
  • This study was conducted to investigate the effects of cooperative learning applying Jigsaw II on learner's self-regulated learning ability, achievements, self-esteem & cooperation. 12 graders were assigned to experimental group(applying Jigsaw II treatment) & control group(applying traditional instructional treatment). Experimental group was trained to ask comprehension & thought-provoking questions on the material when in tutor role & to explain material to group members when acting as tutee. Tutorial sessions followed over 8-week treatment. As a results, Experimental group outperformed control group on ability to construct learner's self-regulated learning ability, achievements, self-esteem & cooperation both during their tutorial interaction & on written measures.

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