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This one-week workshop explores emerging teaching methodologies in Applied Mathematics and Computational Sciences. It aims to train Teaching Assistants and Lecturers on developing strategies to better deliver knowledge, how to trigger and engage participation as well as nurture critical reasoning and provide feedback while promoting self-confidence. This workshop addresses instructional concerns with Linear Algebra lectures and hands-on coding labs. The focus lays primarily on best practices when teaching Applied Mathematics and Computer Science.