During May 2025, Pouya Boustani enhanced the logistic regression slide set in the slds-lmu/lecture_i2ml repository, focusing on improving instructional clarity and alignment with wiki standards. He refined the framing and transitions between slides, introduced a titled vbframe to streamline the presentation of continued derivations, and updated LaTeX source files for clearer notation and better image integration. Drawing on skills in educational content creation, technical writing, and presentation development, Pouya’s work improved the consistency and reusability of teaching materials. These targeted updates reduced preparation time for instructors and ensured that the slides met both pedagogical and technical requirements.