Integrating word embeddings and document topics with deep learning in a video classification framework

•A framework for automatic organization and classification of educational videos.•Collection of a large-scale MOOC dataset.•Thorough investigation of data representation techniques for video lecture classification.•Performance evaluation of deep and conventional classifiers on MOOC dataset.