The Google Transfer Appliance is recommended for transferring large datasets in the context of artificial intelligence (AI) and cloud machine learning when there are challenges associated with the size, complexity, and security of the data. Large datasets are a common requirement in AI and machine learning tasks, as they allow for more accurate and robust