The paper discusses activity detection in grant-free random access for mMTC within the context of cell-free massive MIMO systems.The proposed algorithm is a simple and efficient data-driven approach tailored for device activity detection.The study analyzes the algorithm's resilience to input perturbations and examines the effects of using a fixed-point representation.