➀ Researchers from IISc and UCL have developed a machine learning method using transfer learning to predict material properties; ➁ The method is particularly useful for applications like semiconductors and energy storage; ➂ The study employs Graph Neural Networks (GNNs) and the Multi-property Pre-Training (MPT) framework to enhance predictive power.