Supervised Machine Learning is highlighted as a crucial aspect of Machine Learning, focusing on the concept, examples, data, and training associated with it. The video delves into the various types and algorithms used in Supervised Learning, providing viewers with a comprehensive understanding of this essential Machine Learning category.