If adopted, the country stand to gain in that ranking of animals could change significantly as observed in other countries (Schaeffer et al. 2000). Breeding programs in Kenya are based primarily on milk production, and therefore, accurate measurement or prediction of milk yield is essential for proving bull faster and eventually high genetic gain. Dairy yield prediction is a current challenge, which has been improved using different statistical methods. Recently, artificial neural networks (ANNs) have been employed as an alternative method of milk yield prediction.