Machine Learning, Software, Applications, and Websites For Language Instruction

Authors

  • M. Bambang Purwanto Prasetiya Mandiri Polytechnics
  • Umar Umar STIT Buntet Pesantren
  • Ariya Agustin Prasetiya Mandiri Polytechnics
  • Marsinah Marsinah Prasetiya Mandiri Polytechnics
  • R.A Rodia Fitri Indriani Prasetiya Mandiri Polytechnics

DOI:

https://doi.org/10.62951/ijeepa.v1i4.49

Keywords:

Machine Learning, Software, Applications, Websites, Language Learning

Abstract

This study aims to examine the latest developments in the application of machine learning, software, applications, and websites in language teaching. With the advancement of technology, language learning is increasingly facilitated by the use of digital tools that utilize artificial intelligence (AI) and machine learning to improve the learning experience in an adaptive and interactive manner. The study reviewed a variety of platforms that use this technology, including key features that support personalization, automated feedback, and student performance assessments. In addition, this study discusses the effectiveness of the technology in supporting independent and formal learning in the classroom, including implementation challenges in various educational settings. It was found that although this technology provides a great opportunity in accelerating language learning, there are some limitations, such as limited access in regions with low digital infrastructure, as well as lack of integration with relevant cultural and social contexts in language learning. This study concludes that machine learning-based technology in language teaching has great potential, but further research is needed to optimize its application in various educational contexts.

 

 

References

Afini, V., Suratni, S., Kumalasari, C., Novia, F., & Purwanto, M. B. (2023). Language Learning Approaches: A Study Meta-Analysis of Vocabulary Mastery in EFL Learners. Journal of Language Development and Linguistics, 2(2), 111–126. https://doi.org/10.55927/jldl.v2i2.5805

Agustinasari, E., Simanjuntak, T., & Purwanto, M. B. (2022). A Review on Error Analysis Stages in Teaching English Structure. Pioneer: Journal of Language and Literature, 14(1), 253–268. https://doi.org/10.36841/pioneer.v14i1.1702

Aisyah, A., Despita, D., & Purwanto, M. B. (2024). The Implication of Paradigmatic and Syntagmatic Relations in Morphology to Language Teaching and Learning. Language and Education Journal, 9(1 SE-Articles). https://doi.org/10.52237/lej.v9i1.695

Aisyah, A., Hidayad, F., & Purwanto, M. B. (2024). Effect of Grammar Learning Strategies (GLS) in Language Learning: Case Study on Vocational High School Students in Determining Proficiency Levels. Wiralodra English Journal (WEJ), 8(1 SE-Articles), 141–153. https://doi.org/10.31943/wej.v8i1.281

Astirini Swarastuti, Budiyanto, B., & M Bambang Purwanto. (2024). Management of English Learning to Improve Digital-Based Language Literacy Skills. International Journal of Education, Vocational and Social Science, 3(01 SE-Articles), 202–215. https://doi.org/10.99075/ijevss.v3i01.672

BAMBANG, P. (2017). The Correlation Among Parents‘ education, Income, Motivation and English Learning Achievement of The State Junior High School 27 of Palembang. JAMBI-ENGLISH LANGUAGE TEACHING, 2(1), 8–12. https://doi.org/10.22437/jelt.v2i1.3663

Bambang Purwanto, M., & Hidayad, F. (2022). English Learning Strategies for Vocabulary Mastery. English Education:Journal of English Teaching and Research, 7(2 SE-), 178–189. https://doi.org/10.29407/jetar.v7i2.18457

Benson, P. (2001). Teaching and researching autonomy in language learning. Harlow. In Pearson Education.

Bonar Siagian, & M Bambang Purwanto. (2023). Lextutor English Learning Pronunciation and Vocabulary: A Language Data Base Program . PUSTAKA: Jurnal Bahasa Dan Pendidikan, 4(1 SE-Articles), 116–130. https://doi.org/10.56910/pustaka.v4i1.1062

Borja, R. R., & Arlington, V. (2005). Podcasting craze comes to K-12 schools. Education Week, 25(14), 8.

Casey, J. (2001). Technology Empowers Reading and Writing of Young Children. (EJ667639). ERIC. https://eric.ed.gov/?id=EJ667639

Chan, W. M., Chi, S. W., Chin, K. N., & Lin, C. Y. (2011). Students’ perceptions of and attitudes towards podcast-based learning: A comparison of two language podcast projects. Electronic Journal of Foreign Language Teaching, 8(1), 312–335.

Dede, C. (2008). The Role of ICTs in the evolution of graduate education. Washington DC council of graduate Schools.

Diller, K. C. (1981). Neurolinguistic clues to the essentials of a good language teaching methodology: Comprehension, problem solving, and meaningful practice. The Comprehension Approach to Foreign Language Instruction, 141–153.

Dolega, L., & Niebler, L. (2018). Java language has been used for 23 years. It first appeared in 1995. James Gosling, Mike Sheridan, and Patrick Naughton, also known as the “Green Team” group, introduced the Java. Power.

Donmus, V. (2010). The use of social networks in educational computer-game based foreign language learning. Procedia - Social and Behavioral Sciences, 9, 1497–1503. https://doi.org/10.1016/j.sbspro.2010.12.355

Dreyfus, H., & Dreyfus, S. E. (2000). Mind over machine. Simon and Schuster.

Elyas, T., & Picard, M. (2010). Saudi Arabian educational history: impacts on English language teaching. Education, Business and Society: Contemporary Middle Eastern Issues, 3(2), 136–145. https://doi.org/10.1108/17537981011047961

Erlam, R., Phip, J., & Feick, D. (2021). Digital Media in the Language Classroom. Teaching Languages to Adolescent Learners from Theory to Practice, 135–157. https://doi.org/10.1017/9781108869812.008

George, M. W. (2008). The elements of library research: What every student needs to know. Princeton University Press.

Geursen, J., de Heer, A., Korthagen, F. A. J., Lunenberg, M., & Zwart, R. (2010). The Importance of Being Aware: Developing professional identities in educators and researchers. Studying Teacher Education, 6(3), 291–302. https://doi.org/10.1080/17425964.2010.518685

Gilakjani, A. P., Lai-Mei, L., & Sabouri, N. B. (2012). A study on the role of motivation in foreign language learning and teaching. International Journal of Modern Education and Computer Science, 4(7), 9. https://doi.org/10.5815/ijmecs.2012.07.02

Graham, C. R. (2006). Blended learning systems. The Handbook of Blended Learning: Global Perspectives, Local Designs, 1, 3–21.

Happ, D. W. (2013). Results of a survey of 21st century skills of communication, collaboration, critical thinking, and creativity. American International College.

Hrastinski, S. (2019). What do we mean by blended learning? TechTrends, 63(5), 564–569.

Huang, X., Zou, D., Cheng, G., Chen, X., & Xie, H. (2023). Trends, research issues and applications of artificial intelligence in language education. Educational Technology & Society, 26(1), 112–131. https://doi.org/10.1080/09588221.2021.1879162

Purwanto, M. B., Hartono, R., & Wahyuni, S. (2023). Essential Skills Challenges for the 21st Century Graduates: Creating A Generation of High-Level Competence in The Industrial Revolution 4.0 Era. Asian Journal of Applied Education (AJAE), 2(3), 279–292. https://doi.org/10.55927/ajae.v2i3.3972

Purwanto, M. B., & Rosyidin, I. (2024). The Profile of a Prospective Teacher Candidate’s Digital Literacy: A Case Study on Faculty of Teacher Training and Education of PGRI University of Palembang. LIMEEMAS: Jurnal Ilmiah Pendidikan, 2(1 SE-Articles), 35–45. https://ejournal.apmapi.or.id/index.php/Limeemas/article/view/25

Purwanto, M. B., Yuliasri, I., Widhiyanto, W., & Rozi, F. (2024). Primary School English Education In The Age Of Industry 4.0: Tackling Challenges, Expanding Horizons. Proceedings of Fine Arts, Literature, Language, and Education, 859–873.

Ridayani, R., & Purwanto, M. B. (2024). Enhancing Speaking Skills Through Role Play and Multimedia Technology . Refleksi: Jurnal Penelitian Tindakan, 2(2 SE-Articles), 33–43. https://doi.org/10.37985/refleksi.v2i2.413

Rosyidin, I., & Purwanto, M. B. (2024). Implementation of System Comparative Linguistics: An Overview in Language Learning. Journal of English Teaching and Linguistics, 1(01), 35–45. https://jetli.yupind.com/index.php/jetli/article/view/6

Umar, U., Purwanto, M. B., & Al Firdaus, M. M. (2023). Research And Development: As The Primary Alternative to Educational Research Design Frameworks. JELL (Journal of English Language and Literature) STIBA-IEC Jakarta, 8(01), 73–82. https://doi.org/10.37110/jell.v8i01.172

Published

2024-09-20