In this exploratory fMRI report based on our published EPO RCTs (Miskowiak et al., 2014a, b), we applied a supervised machine learning algorithm to explore the EPO-associated changes in neural activity during spatial WM and picture encoding in a sample (n = 56–59) of patients with mood disorders. Here, EPO is linked to mood disorder.