Edward welcomes Aishwarya Srinivasan to the show. Aishwarya is an AI & ML Innovation Leader at IBM Data & AI. She holds a post-graduate in Data Science from Columbia University. During her engagements, she primarily focuses on bringing in machine learning research to create business value. She is very focused on expanding her horizons in the machine learning research community including her recent Patent Award won in 2018 for developing a Reinforcement Learning model for Machine Trading.