Sonal is the founder of Zingg.AI(https://www.zingg.ai), an open source entity resolution framework. Zingg builds the single source of truth for customers, suppliers, providers, patients and other entities using ML. Sonal is a repeat speaker at Spark Summit, Strata and other data and AI conferences. She was part of the program committee of Strata Data and AI. Sonal holds a BTech from IIT Delhi and has been working with software for the last 24 years. She lives in India.