Data Scarcity - Does data augmentation really work?

If you want your machine learning models to perform better and produce better outcomes, data augmentation is the way to go. It accomplishes this by filling training datasets with diverse instances. The performance of the machine learning model is often enhanced and made more precise with a dataset that is richer and more diverse.