When a single decision by a deep network has significant implications (e.g. Medical, Financial, Safety), accuracy is critical. We show some novel methods (some invented at NEC and some public knowledge) to improve accuracy at the cost of 'not answering' in cases the network model feels uncertain.
Via has developed and deployed the world's first operating system for on-demand dynamic public transit. Leveraging advanced algorithms based on big data, artificial intelligence and machine learning (in Python :), the operating system dynamically calculates the routes, timing, pick up and drop-off points in real-time. Our system transforms today's public transportation into an efficient service, customized for every rider. Our solution is operating at scale in New-York, Chicago, DC, Paris, Amsterdam, Berlin and many more locations. Our product and engineering team is based in Tel Aviv, and we are always looking for talented and motivated people that want to join our (urban) journey!