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Representing DNA for Machine Learning Algorithms: A Primer on One-Hot, Binary, and Integer Encodings
Peer reviewed
Direct linkYash Munnalal Gupta; Satwika Nindya Kirana; Somjit Homchan – Biochemistry and Molecular Biology Education, 2025
This short paper presents an educational approach to teaching three popular methods for encoding DNA sequences: one-hot encoding, binary encoding, and integer encoding. Aimed at bioinformatics and computational biology students, our learning intervention focuses on developing practical skills in implementing these essential techniques for…
Descriptors: Science Instruction, Teaching Methods, Genetics, Molecular Biology
Download full textDavid M. Woods; Andrea Hulshult – Information Systems Education Journal, 2025
IT/IS educators continue to work to develop content and activities for teaching Agile practices, processes, and methodologies to their courses to ensure students have the skills expected by businesses. Given the wide range of tools and technologies that fall under the umbrella of Agile and the wide range of places where Agile is applied, educators…
Descriptors: Information Technology, Information Science Education, Computer Science Education, Teaching Methods
Xiaojing Song – International Journal of Learning Technology, 2025
The first MOOC course on geo-informatics, 'maps and the geospatial revolution' was provided as video materials by Penn State in July 2013, since then, the number of geo-informatics MOOC courses has increased significantly (Robinson et al., 2015). This study uses the edX geo-informatics course model as the origin of the experimental results to…
Descriptors: MOOCs, Information Science Education, Maps, Geographic Information Systems
David Kocsis; Morgan Shepherd; Daniel L. Segal – Journal of Information Systems Education, 2025
This paper describes the development of a training module to improve students' individual online behaviors. We developed this module to integrate cyber hygiene concepts into a hands-on learning activity where students develop and secure a mobile web application using the Salesforce Developer tool. This new module aims to prepare the next…
Descriptors: Computer Software, Information Security, Computer Science Education, Teaching Methods
Kris Van de Poel; Zaan Bester – Language Learning in Higher Education, 2025
This case study examined Czech electrical engineering and informatics students' English academic writing, addressing challenges in producing understandable and coherent texts for international audiences. Using a mixed-methods approach, which included textual analysis of essays, student writing profiles, and pre/post-course questionnaires, we…
Descriptors: English (Second Language), Second Language Learning, Second Language Instruction, Writing Instruction
Yabing Jiang; Kazuo Nakatani – Journal of Information Systems Education, 2025
This research answers the call for Information Systems (IS) faculty to actively embrace rapidly advancing AI tools in teaching. We experimented with redesigning learning activities in two courses, requiring students to use GenAI, to aid student learning and teach responsible use of GenAI. The results show that students in the experimental group…
Descriptors: Teaching Methods, Technology Integration, Artificial Intelligence, Higher Education
