What Role Does Machine Learning Play in Enhancing Algorithmic Efficiency?
Machine learning plays a significant role in catalysis by offering data-driven approaches that can predict catalytic properties and behaviors without extensive simulations. Techniques such as neural networks and support vector machines can model complex relationships within data, providing quick and accurate predictions. This approach can drastically reduce the time and resources needed for catalyst screening and optimization.