The text discusses the importance of choosing appropriate evaluation metrics when training a Machine Learning model. It mentions that different metrics are suitable for various problem types, such as classification and regression tasks. The video linked in the text aims to educate viewers on commonly used evaluation metrics for these specific tasks.