The ability to accurately predict the conception outcome for a future mating would be of considerable benefit for producers in deciding what mating plan (i.e., expensive semen or less expensive semen) to implement for a given cow. ... The prediction models were developed with 8 different machine learning algorithms in the calibration data set ...