We work on a very mature problem at GE Research predicting financial markets, which means we need to stay at the cutting edge of what we do. That's why events like noritz, where we've ATO tier sponsors are crucial for our business as they bring together the best machine learning practitioners to present and discuss the latest research and innovation in ml. We encourage our quant researchers and machine learning engineers to attend leading conferences in person to further develop their skills and stay abreast of the latest technological developments from some of the brightest minds in the industry. Additionally, a number of our talent acquisition team were on hand throughout the week to talk to attendees about what we do, including the various research and engineering roles we are currently hiring for, and we kept everyone fueled with the help of our head barista as busy as we were inside Europe as a headline sponsor. We also ran a number of events outside the conference hall during the week as well. Not least the first ever G Research boat party held on a classic paddle steamer on the Mississippi. What better way to bring together like-minded people in New Orleans? And we were delighted. So many people wanted to come along, As well as providing a unique networking opportunity. This event also gave us the chance to give our guests a flavor of what life is like. At Achieve research, we pride ourselves on cultivating an environment where smart people come together to challenge themselves, enjoy their work, and achieve things as a team. And there's also plenty of opportunity for fun along the way. You know what they say about all work and no play. Want to learn more about GE Research or meet us at a future event? Visit our website to find out more.