Model training process

Following the process to train machine learning models is extremely important to ensure the models are generalizable, and don't just memorize the patterns in the data for that specific sample. While the business leaders are not likely to be involved in the details, they will have to understand how the results were obtained, what the results mean, and how they should be interpreted. Which of these statements about the model training process and datasets is correct?