Background: Artificial intelligence (AI) is transforming all spheres of life and it has the potential to revolutionize animal husbandry as well. In this regard, an attempt was made compare two AI techniques for predicting 12-month body weights animals; viz. Principal Component regression (PCR) Ordinary Least Squares (OLS) datasets Corriedale sheep spanning 11 years. Methods: PCR models were tra...