We explore novel video representations methods that are equipped with long-form reasoning capability. Enjoy the datascience blogs. Part 1 on video representation as graphs and how to learn light-weights graph neural networks for several downstream applications; Part 2 on on sparse video-text transformers; and Part 3 provides a sneak peek into our latest and greatest explorations.