ABSTRACT Detection of millikelvin-level signals from the ‘Cosmic Dawn’ requires an unprecedented level sensitivity and systematic calibration. We report theory behind a novel calibration algorithm developed formalism introduced by EDGES collaboration for use in 21-cm experiments. Improvements over previous approaches are provided through incorporation Bayesian framework machine learning techniq...