Mechanical Properties Prediction of Low Alloy Steels Based on Their Material Compositions by Weight Percentages.

• Linear Regression, XGB, Random Forest, Ridge, and Lasso Regressor are applied to choose the best prediction model.
• Random Forest Regression has shown the best performance for this task.
• Data scaling, outliers removal, and skewness amendment have sensibly improved the performance.