Abstract: Predictive device link health monitoring using machine learning, including: monitoring one or more lane margining metrics of a Peripheral Component Interface Express (PCIe) device; receiving, from a machine learning model, a failure prediction for the PCIe device based on an input to the machine learning model comprising the one or more lane margining metrics; and performing a remedial action associated with the PCIe device based on the failure prediction.