Abstract: Methods for identifying a peptide by analyzing a linear readout representative of at least a portion of at least two amino acids along the peptide using a machine learning model, wherein the machine learning model is trained on linear readouts representative of a set of peptides of known sequence are provided. Methods of training a machine learning model on linear readouts representative of a set of known peptides, and systems for performing the methods of the invention are also provided.