I used to be the Head of Computer Vision at AWS where I helped developers to see & hear at scale. Now I help Enterprises to Unlock Video Insights at scale. I've been a disrupter most of my life. Before Machine Learning, I was in Mobile Banking, Verizon Wireless leading New Technologies during the 4G days, realized Avaya Unified Communications and led compete in the early days of  Enterprise Unified Communications at Microsoft. I have a Harvard MBA and went to MIT for my undergrad. My first start-up was like Shazam for FM radio but way too early.