Textbook to lecture notes conversion using machine learning
Abstract & Details
Research Area
Computer science and engineering
Keywords
Machine learning algorithms
NLP
Sentence segmentation
Tokenization
Stemming
Sentence reduction
Sentence scoring
Sentence Position value.
Abstract
As presentations are an essential tool for informing students, making them can take quite a bit of time and work. Using Java-based natural language processing, we propose a novel method in this study for automatically transforming textbooks to presentations. To extract essential concepts and summaries the material, our approach uses named entity recognition, part-of-speech tagging, and dependency parsing. Additionally, we use machine learning algorithms to create clear and cogent slides by identifying connections between these ideas. Our strategy has a number of benefits, including a decrease in the time needed to develop presentations, uniformity in the delivery of the content, and improved student learning. Results from the evaluation illustrate that our approach is accurate and coherent, demonstrating its potential for usage in educational settings. Our suggested system can be useful.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Mrs. Veena Bhat | AMC ENIGINEERING COLLEGE |
| 2 | Nandish Kumar A T | AMC ENIGINEERING COLLEGE |
| 3 | Naveen R | AMC ENIGINEERING COLLEGE |
| 4 | Pratiksha Krishna Jadhav | AMC ENIGINEERING COLLEGE |
| 5 | Rachana P | AMC ENIGINEERING COLLEGE |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Bhat, Mrs. Veena, T, Nandish Kumar A, R, Naveen, Jadhav, Pratiksha Krishna, & P, Rachana (2023). Textbook to lecture notes conversion using machine learning. International Journal of Advance Research and Innovative Ideas In Education, 9(3), 68-71.
MLA Style
Bhat, Mrs. Veena, et al. "Textbook to lecture notes conversion using machine learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, 2023, pp. 68-71.
IEEE Style
Mrs. Veena Bhat, Nandish Kumar A T, Naveen R, Pratiksha Krishna Jadhav, and Rachana P, "Textbook to lecture notes conversion using machine learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, pp. 68-71, 2023.
Vancouver Style
Bhat Mrs. Veena, T Nandish Kumar A, R Naveen, Jadhav Pratiksha Krishna, P Rachana. Textbook to lecture notes conversion using machine learning. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(3):68-71.
Harvard Style
Bhat, Mrs. Veena, T, Nandish Kumar A, R, Naveen, Jadhav, Pratiksha Krishna, & P, Rachana (2023) 'Textbook to lecture notes conversion using machine learning', International Journal of Advance Research and Innovative Ideas In Education, 9(3), pp. 68-71.
Chicago Style
Bhat, Mrs. Veena, et al. "Textbook to lecture notes conversion using machine learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 68-71.
Turabian Style
Bhat, Mrs. Veena, et al. "Textbook to lecture notes conversion using machine learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 68-71.
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