This workshop brings together researchers from the NSF AI Institute for Foundations of Machine Learning (IFML) and the Simons fall program on Data-Driven Decision Processes. The workshop will focus on the intersection between learning and optimization theory, and data-driven decision making. With this goal, the workshop will host speakers from these two communities and foster collaborations cross-cutting these threads. Participation consists of IFML and Data-Driven Program Participants.