The Banff International Research Station will host the "Statistical Modeling for Large Complex Time Dependent Systems" workshop in the year 2020. This workshop will focus on recent developments and open problems involving the techniques of dimension reduction, dynamic networks, multi-scale modeling for nonlinear processes and count processes, and machine learning, with applications to fields such as climatology, disease mapping, social media behavior, ecology, measurement of small populations, and neuroscience.