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Project 10b. University of Amsterdam
Optimization and Machine Learning

Leader Prof.dr. S.I. Birbil
Address Plantage Muidergracht 12, 1018 TV Amsterdam, P.O. Box 15953, 1001 NL Amsterdam
Phone 020-5256024
Research staff Ilker Birbil, Dick den Hertog, Marc Salomon, Evangelos Kanoulas, Marit Schoonhoven, Arnoud den Boer, Alex Kuiper, Robert Lee, Ade Fajemisin, Joaquim Gromicho, Chintan Amrit, Mayukh Ghosh, Donato Maragno, Merel Wemelsfelder, Rob Goedhart, Tabea Röber, Paulina von Stackelberg.

Research themes:
1. Interplay between machine learning and optimization
2. First and second order methods in (un)supervised learning
3. Mathematical programming models for interpretability
4. Stochastic search and optimization in reinforcement learning
5. Optimization in deep neural networks
6. Optimization with constraint learning
7. Data literacy for decision making
8. Applications in business and society