...Packia Antony Amalan A.; Renugadevi N. The present work reviews recent research on the mechanical properties of magnesium (Mg)-based materials using machine learning ( ML ) and deep learning methods. Magnesium-based materials are one of the important lightweight and biodegradable materials due...

... Absolute Error of 0.0052, Mean Absolute Percentage Error of 0.0998, and Root Mean Square Error of 0.01694. These results suggest that extreme learning machine is an efficient machine learning algorithm for predicting the deflection behavior of different reinforced concrete beams, providing a reliable...