On 15th and 16th March 2019, IIT-H and RIKEN AIP jointly hosted a workshop on Machine Learning and its applications. The attendees included members of IITH, RIKEN AIP, and a few distinguished speakers from colleges like IIIT Bangalore, IIIT Hyderabad, IIT Kanpur, and IISc Bangalore. The talks ranged from in-depth deep learning and machine learning and their applications in speech processing systems, computer vision, and astrophysics to the general perception of AI and robots and perceiving and tracking human behavior.