Proceedings of the 3rd International Conference on New Media Development and Modernized Education, NMDME 2023, October 13–15, 2023, Xi’an, China

Research Article

A Content Based Course With the Assistance of Artificial Intelligence

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  • @INPROCEEDINGS{10.4108/eai.13-10-2023.2341090,
        author={Bing  Li and Miaomiao  Peng and Brian  Keith},
        title={A Content Based Course With the Assistance of Artificial Intelligence},
        proceedings={Proceedings of the 3rd International Conference on New Media Development and Modernized Education, NMDME 2023, October 13--15, 2023, Xi’an, China},
        publisher={EAI},
        proceedings_a={NMDME},
        year={2024},
        month={1},
        keywords={inverted class artificial intelligence postgraduate english content-based},
        doi={10.4108/eai.13-10-2023.2341090}
    }
    
  • Bing Li
    Miaomiao Peng
    Brian Keith
    Year: 2024
    A Content Based Course With the Assistance of Artificial Intelligence
    NMDME
    EAI
    DOI: 10.4108/eai.13-10-2023.2341090
Bing Li1, Miaomiao Peng2,*, Brian Keith1
  • 1: Huzhou University
  • 2: Huzhou College
*Contact email: 01989@zjhu.edu.cn

Abstract

This study aims to survey the efficacy of the inverted class under the concept of Content Based Instruction on postgraduate students’ learning achievements. Two platforms are used in this mode: one employs mainstream collaborative filtering and Bayesian Probabilistic Matrix Factorization with big data management methods while the other utilizes a BP neural network and the model of Bi-directional Encoder Representations from Transformers. A pre-test/post-test design was adopted for this study. Results show that students of the lower English level in the experimental group performed better than those in the control group, but no significant difference was found for the high English level students between the two groups.