• 제목/요약/키워드: innovative training

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Enhancing LoRA Fine-tuning Performance Using Curriculum Learning

  • Daegeon Kim;Namgyu Kim
    • 한국컴퓨터정보학회논문지
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    • 제29권3호
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    • pp.43-54
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    • 2024
  • 최근 언어모델을 활용하기 위한 연구가 활발히 이루어지며, 큰 규모의 언어모델이 다양한 과제에서 혁신적인 성과를 달성하고 있다. 하지만 실제 현장은 거대 언어모델 활용에 필요한 자원과 비용이 한정적이라는 한계를 접하면서, 최근에는 주어진 자원 내에서 모델을 효과적으로 활용할 수 있는 방법에 주목하고 있다. 대표적으로 학습 데이터를 난이도에 따라 구분한 뒤 순차적으로 학습하는 방법론인 커리큘럼 러닝이 주목받고 있지만, 난이도를 측정하는 방법이 복잡하거나 범용적이지 않다는 한계를 지닌다. 따라서, 본 연구에서는 신뢰할 수 있는 사전 정보를 통해 데이터의 학습 난이도를 측정하고, 이를 다양한 과제에 쉽게 활용할 수 있는 데이터 이질성 기반 커리큘럼 러닝 방법론을 제안한다. 제안방법론의 성능 평가를 위해 국가 R&D 과제 전문 문서 중 정보통신 분야 전문 문서 5,000건, 보건의료전문 문서 데이터 4,917건을 적용하여 실험을 수행한 결과, 제안 방법론이 LoRA 미세조정과 전체 미세조정 모두에서 전통적인 미세조정에 비해 분류 정확도 측면에서 우수한 성능을 나타냄을 확인했다.

중국 무역업체의 전자무역 구현수준 결정요인 연구 - 중국 산동성 지역 수출기업을 중심으로 - (A Study on the Implementation Level of e-Trade of Chinese Exporters in Shandong Province, China)

  • 심상렬;소단
    • 통상정보연구
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    • 제12권4호
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    • pp.3-24
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    • 2010
  • This study aims to identify the determinants on the implementation level of e-Trade of Chinese exporters in Shandong Province, China. From the review of previous studies, a research model and six hypotheses were set up and tested by the multiple regression analysis with total 127 effective survey data. Among the company characteristics, the company size was statistically significant to the utilization range and the utilization level. But unlike former studies in Korea, the utilization range showed the (-) mark. On the other hand, the innovative attitude of CEO didn't show statistical significance to both the utilization range and the utilization level. Among the information characteristics, the IT infrastructure was not statistically significant to both the utilization range and the utilization level. On the other hand, the education and training of technical personnel didn't have a significant effect on the utilization range, but it had a statistically significant effect on the utilization level. Among the external environment, the intensity of competition had a statistically significant effect on both the utilization range and the utilization level. In summary, the implementation level of e-Trade of Chinese exporters in Shandong Province, China is still behind that of Korea. But the fact that the small and medium-sized Chinese exporters are using Internet more actively than large companies suggests some implications for those of Korea.

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Developmental Role of Chamber of Commerce and Industries in Bangladesh: A Case Study of Sylhet Chamber of Commerce and Industries

  • Bhuiyan, Bashir Ahmed;Latif, Abdul
    • 아태비즈니스연구
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    • 제2권1호
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    • pp.1-22
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    • 2011
  • Chamber of commerce and industry plays important role for development of business community and creating vibrant competition. Present paper compares chambers operations in Bangladesh, especially, Sylhet Chamber of Commerce and Industry(SCCI) by reviewing global models of chambers practices. The study identifies important gaps between international standards and Bangladesh practices. Mostly practiced chambers model in the world are: Continental Model, Anglo-Saxon Model and Mixed model or Asian model. Like other Asian countries, chambers in Bangladesh including SCCI, have been following Mixed Model. The empirical study found that SCCI is performing different developmental functions like accumulating members, collecting revenue, fulfilling corporate social responsibility and providing business development services to its members and business community. The notable constraining factors of SCCI operations are: short term orientation in assembling members, limited functional activities, lack of creative endeavors in diversifying services, linkage between SCCI and academic institutions, poor research involvement etc. The necessary suggestions for improvement of chambers performance include adoption of creative measures in various operations, providing training to the members, assisting entrepreneurs in obtaining industrial finance and extending support in the establishment of specialized industrial zone for attaining long term developmental objectives.

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도요타 생산방식의 도입적용상 문제점과 대응방안 (Problems and Countermeasures in Applying of Toyota Production System)

  • 박진제;이동형
    • 산업경영시스템학회지
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    • 제38권1호
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    • pp.152-161
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    • 2015
  • Until a recent date, Toyota Production System (called TPS) was introduced by many domestic companies to remove waste and reduce manufacturing cost. However, cases of substantial and effective improvement after the introduction are not much. Even though many companies have actively conducted TPS during that time, the outcome is not satisfactory. In this paper, we show the problems and core contents to consider in applying of TPS as follows. First, the innovative organizational culture formed by active participation of employees and leadership of the CEO is very important for a successful introduction of TPS above all. Second, it is necessary to prepare various training programs optimized for the field in order to continuously improve the competency of employees in each class, and to train skilled personnel through that programs. Third, it is necessary to improve the maturity level of TPS application through the construction of correct evaluation system on accomplishment of the production system. In addition, the problems that occur should be solved through the continuous improvement activities. These results will help to TPS introduction of the domestic small-medium companies. Therefore, this study will contribute to strengthen and improve the global competitiveness in the related industries.

영상편집 직무의 수행 빈도, 중요도, 난이도 인식에 관한 연구 (A Study of Performing Frequency, Importance, and Difficulty on Video Editor's Duties)

  • 송화선
    • 디지털콘텐츠학회 논문지
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    • 제8권4호
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    • pp.531-539
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    • 2007
  • 디지털 기술의 발전 및 HD 콘텐츠 제작 기술의 도입으로 방송영상 제작환경은 혁신적으로 변화하고 있다. 특히 고화질 콘텐츠의 제작으로 영상 콘텐츠의 경쟁력을 확보하는데 제작인력의 역할이 더욱 중요해지고 있다. 따라서 제작 인력의 인식에 근거한 인력 양성과 전문성 향상을 위한 방안 마련이 필요하다. 이에 본 논문에서는 방송영상콘텐츠 제작 분야 중 영상편집 부문 전문가들의 직무인식과 요구분석을 하고자 한다. 이를 위해 DACUM 기법에 의한 영상편집 직무분석을 통해 도출된 9개의 임무 및 71개 작업을 연구모델로 설정하여 영상편집 직무의 수행 빈도, 중요도, 난이도 인식에 대해 분석하고 그 결과에 대해 논의하였다.

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Framework of Non-Nuclear Methods Evaluation for Soil QC and QA in Highway Pavement Construction

  • Cho, Yong-K.;Kabassi, Koudous;Wang, Chao
    • Journal of Construction Engineering and Project Management
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    • 제2권2호
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    • pp.45-52
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    • 2012
  • This study introduces a methodology to evaluate different types of non-nuclear technologies to see how they are competitive to the nuclear technology for quality control (QC) and quality assurance (QA) in soil condition measurement for highway pavement construction. The non-nuclear methods including the Electrical Density Gauge (EDG) and the Light Weight Deflectometer (LWD) were tested for their performance against a nuclear gauge, and traditional methods were used as baselines. An innovative way of comparing a deflection gauge to a density gauge was introduced. Results showed that the nuclear gauge generally outperformed the non-nuclear gauge in accuracies of soil density and moisture content measurements. Finally, a framework was developed as a guideline for evaluating various types of non-nuclear soil gauges. From other perspectives rather than accuracy, it was concluded that the non-nuclear gauges would be better alternative to the nuclear gauge when the followings are considered: (1) greater life-cycle cost savings; (2) elimination of intense federal regulations and safety/security concerns; and (3) elimination of licensing and intense training.

WCU 사업에 초빙된 외국 과학자들의 사업 만족도와 정책적 시사점에 관한 연구 (A Study on the Perception of Invited Foreign Scientists of World Class University Project and Policy Implications)

  • 장덕호;윤나리
    • 공학교육연구
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    • 제15권2호
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    • pp.38-45
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    • 2012
  • The purpose of this study is to investigate the perception of invited foreign scientists about the actual conditions and status of operating World Class University(WCU) project in Korea. Most of them participated in the project are to promote joint research and exchange innovative ideas internationally as well as to develop their own research. Overall, they seemed to be content with the current status and operation of WCU project. They estimated the level of research universities that they are involved in positively, and also keep a positive view of their future. However, they seemed to experience some difficulties in the operation WCU project, stemming from rigid government regulations and quantity-driven evaluation mechanism. For the future, foreign scientists pointed encouraging students' research self-efficacy and research capability through frequent and direct training and interaction between faculty and students is one of the foremost tasks for the Korean research universities to become World Class Universities.

Usefulness of Narrow-Band Imaging in Endoscopic Submucosal Dissection of the Stomach

  • Kim, Jung-Wook
    • Clinical Endoscopy
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    • 제51권6호
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    • pp.527-533
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    • 2018
  • There have been many advances in endoscopic imaging technologies. Magnifying endoscopy with narrow-band imaging is an innovative optical technology that enables the precise discrimination of structural changes on the mucosal surface. Several studies have demonstrated its usefulness and superiority for tumor detection and differential diagnosis in the stomach as compared with conventional endoscopy. Furthermore, magnifying endoscopy with narrow-band imaging has the potential to predict the invasion depth and tumor margins during gastric endoscopic submucosal dissection. Classifications of the findings of magnifying endoscopy with narrow-band imaging based on microvascular and pit patterns have been proposed and have shown excellent correlations with invasion depth confirmed by microscopy. In terms of tumor margin prediction, magnifying endoscopy with narrow-band imaging offers superior delineation of gastric tumor margins compared with traditional chromoendoscopy with indigo carmine. The limitations of narrow-band imaging, such as the need for considerable training, long procedure time, and lack of studies about its usefulness in undifferentiated cancer, should be resolved to confirm its value as a complementary method to endoscopic submucosal dissection. However, the role of magnifying endoscopy with narrow-band imaging is expected to increase steadily with the increasing use of endoscopic submucosal dissection for the treatment of gastric tumors.

Information Technology in Incentive Management in Student Learning

  • Bakhmat, Nataliia;Ridei, Nataliia;Liubarets, Vladyslava;Ivashchenko, Victoria;Petrovska, Olga;Averina, Kateryna
    • International Journal of Computer Science & Network Security
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    • 제21권2호
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    • pp.142-147
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    • 2021
  • The main idea of the work is to address issues related to the activation of incentives in students of educational institutions, as an integral part of motivation in pedagogy, which is one of the priorities of higher education, in turn, the correct and timely application of motivational factors allows qualitative analysis, on the activation of cognitive interest in training. The purpose of the article is to study and qualitatively assess the methods and ways to stimulate students while studying in higher education. In solving the set tasks, a qualitative analysis of the known literature on the definition and application of motivation in the educational process. Definitely a stimulating process as a factor of psychological motivation. It is concluded that neither in understanding the essence of the stimulus, its role in the regulation of behavior, nor in understanding the relationship between stimulation and stimulus does not exist.

Priorities And Problems In The Development Of Modern Information Technologies In Education

  • Prykhodkina, Nataliia;Tymoshko, Hanna;Zuieva, Alona;Sholokh, Olena;Noskova, Margaryta;Lebid, Yuliia
    • International Journal of Computer Science & Network Security
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    • 제21권6호
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    • pp.231-236
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    • 2021
  • The article assesses the functioning of the DE system or a separate educational institution, where it can be carried out on the basis of developed criteria or on a regulatory basis. The assessment was carried out on the basis of a qualitative and quantitative nature by comparing the actual state of affairs with a certain "ideal" (educational standard), which must be defined and used as a kind of benchmark against which the assessment is made. Conducted an assessment based on a regulatory framework that represents an alternative approach. It has been emphasized that the exceptional difficulty in determining the ideal indicators (norms) of the activities of universities, it has been found that the normative approach, in which the activities of traditional and open universities are compared, taking into account the differences in social, cultural and economic conditions, is the most acceptable.