This lecture presents the internship experience of a Digital Humanities Master student at EPFL, who joined the RTS AI team to work on extracting data from video archives using machine learning technologies. The student conducted a literature review, selected an algorithm, created a dataset, and implemented the algorithm to develop a video search engine. The lecture highlights the challenges faced, skills utilized, and the impact of the project on the RTS staff.