Explore the intersection of machine learning and control theory through this comprehensive workshop series from the Algorithmic Foundations of Data Science Institute at the University of Washington. Delve into cutting-edge research and methodologies presented by leading experts in the field including Csaba Szepesvári, Vikash Kumar, Byron Boots, Emo Todorov, Pablo Parrilo, Yishay Mansour, Necmiye Ozay, Emma Brunskill, Alekh Agarwal, Mengdi Wang, Daniel Russo, Yinyu Ye, and Ben Recht. Gain insights into the theoretical foundations that underpin modern learning algorithms and control systems, examining how algorithmic approaches can be applied to solve complex problems in both domains. Learn about reinforcement learning, optimization techniques, system identification, and the mathematical frameworks that connect learning and control. Discover how these algorithmic foundations are being applied to real-world challenges in robotics, autonomous systems, and decision-making under uncertainty. Access nearly 20 hours of expert presentations covering both morning and afternoon sessions across three intensive days, providing a thorough exploration of this rapidly evolving interdisciplinary field that bridges computer science, mathematics, and engineering.

Syllabus

2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Csaba Szepesvár
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Vikash Kumar
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Byron Boots
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Emo Todorov
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Pablo Parrilo
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Yishay Mansour
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Necmiye Ozay
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Emma Brunskill
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Alekh Agarwal
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Mengdi Wang
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Daniel Russo
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Yinyu Ye
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, Ben Recht
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, 8/21 Morning Session
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, 8/20 Afternoon Sessions
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, 8/20 Morning Sessions
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, 8/19 11:00am Session
2019 ADSI Summer Workshop: Algorithmic Foundations of Learning and Control, 8/19 9:00am Session