Abstract: High throughput quality control for epigenetic profiles associated with different subjects may include a pipeline that identifies as faulty epigenetic profile(s) from among a batch of epigenetic profiles and may additionally or alternatively includes a machine-learning (ML) model trained to identify the type of fault or condition that caused an epigenetic profile to be faulty. Such an ML model and techniques for training such an ML model are discussed herein.