We have collected educational videos with subtitles from three popular e-learning platforms: Edx,YouTube, and TIB AV-Portal that cover the following topics: crash course on history of science and engineering, computer science, python and web programming, machine learning and computer vision, Internet of things (IoT), and software engineering. In total, the current version of the dataset contains 98 videos with ground truth values annotated by a user with an academic background in computer science. Cite our work in order to use the resources (https://arxiv.org/abs/2010.13626 ) https://github.com/VideoAnalysis/EDUVSUM https://github.com/VideoAnalysis/VideoAnnotationTool @article{ghauri2020eduvsum, title={Classification of Important Segments in Educational Videos using Multimodal Features}, author={Ghauri, Junaid Ahmed and Hakimov, Sherzod and Ewerth, Ralph}, Conference={International Workshop on Investigating Learning During Web Search (IWILDS 2020) co-located with CIKM}, year={2020} }