The Office India Intelligence Team at Microsoft IDC, Hyderabad works on a diverse set of problems relating to the Microsoft Office workspace domain. Some of the recent products where we develop machine learning solutions include, but not limited to, Kaizala, Office Lens, Visio, and Information Protection for Office365. Our recent research works focus on generating multilingual embeddings, learning low-dimensional representations, and building geometry-aware deep learning frameworks, among others.