LectureBank is a manually collected dataset of lecture slides. The dataset contains 1,352 online lecture files from 60 courses, covering 5 different fields: natural language processing, machine learning, artificial intelligence, deep learning, and information retrieval. In addition, the dataset also contains the corresponding annotations for each slide.