Natalia Konstantinova is a great enthusiast with almost 15 years' experience in the application of Natural Language Processing, Artificial Intelligence, IT and machine learning technologies to real world problems. She is currently a Staff Data Scientist at BP and is part of D&A Centre of Expertise. Her role is to develop standards and best practices to accelerate the adoption and implementation of ML enabled solutions, to help various parts of the business to come up with data strategy to drive D&A adoption. Natalia got her PhD from the University of Wolverhampton and worked in various fields such as machine translation, ontologies, information extraction, dialogue systems, chat bots and general machine learning. Natalia is a strong believer that modern technology can transform businesses and our everyday life.