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Eleven machine learning methods are discussed, including ensemble learning, hybrid learning, multi-modal learning, and meta-learning. Each method is explained with simple examples, highlighting their applications and advantages. The video encourages viewer engagement through feedback and suggestions for deeper discussions on these learning techniques.