11:45 am-12:35 pm
Add to Outlook/iCal
Add to Google Calendar
Pascal Van Hentenryck, Ph.D.
A. Russell Chandler III Chair and Professor
H. Milton Stewart School of Industrial and Systems Engineering at the Georgia Institute of Technology
Abstract: End-to-End Learning and Optimization for Engineering Applications
This talk studies how to fuse of machine learning and optimization for solving complex engineering problems. It considers case studies in ride-hailing systems, public transit, and power systems, and demonstrates the benefits of this fusion on large-scale optimization problems. In particular, the talk will describe how machine learning can deliver optimization proxies that can be integrated in an end-to-end optimization pipeline, and how to optimize over machine models capturing human preferences. The talk will conclude with a discussion of the many challenges that remain to be solved.
Tune in via Zoom:
Meeting ID: 993 4735 4264
Department of Industrial & Systems Engineering