I am the head of MLOps at TD Bank. I am responsible for ML model production system, infrastructure and MLOps frameworks. Previously my research has been published at some of the world's prestigious venues such as Nature Communications and has won multiple best paper awards including at the workshop track of the leading ML conference: Neural Information and Processing (NIPS). My research work has also been covered by several international media outlets and tech platforms including VICE's Motherboard (special feature presented by Audi), Investment Executive, Intel DZ etc. I also work very closely with people with other industries and has experience in consulting several leading MNCs.