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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
Jale Kalemkus; Fatih Kalemkus – Science & Education, 2025
When the studies on the effectiveness of visual programming language are examined, it is seen that studies on coding teaching have been carried out frequently recently. In this study, Scratch was used as a teaching tool in teaching science lessons. In this way, a new perspective has been brought to Scratch applications. In the related study, the…
Descriptors: Design, Science Experiments, Programming Languages, Science Instruction
Download full textIsidor Kokalari; Kosta Lili – Science Education International, 2025
Physics, even though it is guided by simple principles, tends for many topics to be obscured in the mathematics redundancy. MATLAB®, as interactive software for computer algebra, has already had an important impact on the way physics is taught by educators. It has also had a substantial impact on the way research is performed by students to…
Descriptors: Computer Software, Physics, Science Instruction, Teaching Methods
