The best method to acquire data for AI, data for ML, and ML training datasets depends on project requirements and technical capacity. Using data collection APIs, accessing pre-collected datasets, and employing data scraping offer efficient methods to gather data for machine learning and datasets for deep learning, simplifying the preparation process for AI datasets and data for NLP.