 Basalt fibers are a type of reinforcing fiber that can be added to concrete to improve its strength, durability, resistance to cracking, and overall performance. The addition of these fibers with high tensile strength has a particularly favorable impact on the splitting tensile strength of concrete. In this paper, researchers use various machine learning algorithms to predict the splitting tensile strength of concrete reinforced with basalt fibers. The most accurate model was found to be an extreme gradient boosting, XG boost, algorithm, which achieved a coefficient of determination greater than 0.9. This indicates that the use of basalt fibers in concrete can significantly increase the splitting tensile strength of concrete. This article was authored by Silo Kakaroglu, Yaron Aiden, Gibral Bechtes, and others.