If you're considering using Vertex AI to train and deploy your models, you're on the right track! Data is essential for machine learning, and the more data a model has and the higher quality it is, the better the model will perform. Before training a model, the data must be preprocessed, which means cleaning, transforming, and aggregating it into a format that the model can understand.