Design leader, people manager, and product strategist committed to creative collaboration and innovative product solutions. He believes that there is no project-however technical or futuristic-that cannot be enriched by a historical and cultural perspective. His “Narrative Prototypes” typically result in briefs to design teams and presentations to clients, and he also assists with all forms of writing and editing. Barry brings his expertise in the history and theory of design to bear on his work with IDEO project teams, where he has engaged in front-end research on projects ranging from MRI imaging to credit cards to pharmaceuticals. He is the author of six books, including (with Tim Brown) Change By Design, and most recently, Make it New: The History of Silicon Valley Design (MIT Press, 2015). Outside of IDEO Barry is Professor of Industrial and Interaction Design at the California College of the Arts in San Francisco, and Consulting Professor in the Design Group, Department of Mechanical Engineering, at Stanford. He is an aggressive networker, and can often be seen bringing prospective clients through the Palo Alto and San Francisco studios. Katz was the first IDEO Fellow, and today consults on a number of IDEO projects. Barry Katz IDEO / CCA and STANFORD Fellow & Professor of designĭr.He is a former IDSA board member and currently sits on Kellogg’s Innovation Advisory Council. Anthony believes design is a powerful tool to tackle any challenge and has applied this philosophy to projects as diverse as re-designing Boston College’s undergraduate core curriculum, designing an innovation strategy for the world’s second largest mining company and envisioning customer experience strategies for American Express’ Premium Cards Group.Īnthony has earned over 20 patents, has won 5 IDEA awards and has lectured on the value of design at major universities across the country. He is responsible for overseeing frog’s creative teams and ensuring frog’s work for its clients has the desired impact on their business and in the world.Īnthony studied industrial design at RISD and he has applied the fundamental methods of human centered design to help organizations of all kinds chart growth strategies and drive transformation. Anthony Pannozzo frog Chief Design Officer, North America and AsiaĪnthony Pannozzo is Executive Creative Director of frog design and global head of frogHealth.Produces predictions adapted to the new data.
With our approach, the systemĭetects concept drift in new data before making inference, trains a model, and Problems in user targeting automation systems. Here, we introduce an adversarial validation approach to concept drift The system fixes the problem only after suffering from poor performance on newĭata. However, this approach is suboptimal because Previous research on concept drift mostly proposed model retraining after It deteriorates model performance on new data over time.
#Jing chen uber pdf
Download a PDF of the paper titled Adversarial Validation Approach to Concept Drift Problem in User Targeting Automation Systems at Uber, by Jing Pan and 7 other authors Download PDF Abstract: In user targeting automation systems, concept drift in input data is one of
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