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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
Robin Jocius; Deepti Joshi; Melanie Blanton; Jennifer Albert; W. Ian O'Byrne – Technology, Knowledge and Learning, 2025
TPACK (technological pedagogical content knowledge) has been widely used as a framework for understanding and creating teacher professional development experiences with technology, including teacher learning about programming and computational thinking (CT), which refers to the set of problem-solving practices inherent to the computer science…
Descriptors: Pedagogical Content Knowledge, Technological Literacy, Computation, Thinking Skills
Download full textEmine Turhal; Oktay Bektas – International Journal of Education in Mathematics, Science and Technology, 2025
This research will analyze the issues encountered by two science teachers implementing Arduino-based robotic coding projects. This research employed a case study design. This research has used a criterion sampling group. This study used semi-structured observation, interviews, and video observations as data collection tools. The teachers conducted…
Descriptors: Science Teachers, Teacher Attitudes, Science Instruction, Robotics
