Pradeep Natarajan, Amazon principal applied scientist, discusses his work with Alexa, and the significance machine learning has had in the field computer vision and deep neural networks. He also covers his career, and his participation in the ICCV 2021 workshop "Instance-level recognition", which focused on artworks, landmarks, and products.