Prasanna Kumar is senior VP (cloud ops) & chief data scientist (AI & data platform) at Business Optima, USA. His AI & ML technology solutions have been deployed in companies such as Apple, Tesla, Microsoft, Amazon and Johnson & Johnson. He is the co-creator of the Pulse Engine and was the first to introduce multi-sentiment classification more than a decade ago, which is now prevalent in the industry. He is a member of the IET.