Model training is crucial because it allows researchers to: 1. Reduce Experimental Costs: By predicting catalytic behavior, fewer experiments are needed. 2. Accelerate Discovery: Models can quickly screen potential catalysts. 3. Optimize Conditions: Finding the best operational parameters becomes easier. 4. Understand Mechanisms: Provides insights into the reaction mechanisms at the molecular level.